From f4a36389135095c97d1937ff666f6e2dc09a8980 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 16:56:00 +0100 Subject: [PATCH 01/28] Added 2023 DarkSide-50 ER results and started DAMIC-M --- src/Experiments.cpp | 51 ++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 50 insertions(+), 1 deletion(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 5354a42..8013b76 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -185,6 +185,39 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER() return detector; } +DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() +{ + // Source: arXiv:2207.11968 + std::string target_name = "Ar"; + double exposure = 12306 * kg * day; + unsigned int ne_threshold = 4; + // Digitised from Figure 1 (x 0.25 x exposure) + std::vector observed_event_bins = {22.8573, 17.6247, 19.7019, 13.59, 19.2201, 17.8442, 19.4595, \ + 17.4078, 20.7021, 18.7501, 19.7019, 16.9821, 15.9629, 14.2798, \ + 18.5194, 20.96, 18.9836, 15.9629, 20.1958, 17.4078, 16.9821, 24.9264, \ + 25.2369, 18.5194, 20.1958, 25.5512, 26.518, 24.0176, 22.8573, \ + 19.7019, 24.9264, 26.8483, 23.7221, 22.8573, 26.518, 24.9264, \ + 28.2113, 33.5499, 32.7294, 31.1482, 30.3865, 30.765, 31.5362, \ + 30.0126, 34.3909, 30.3865, 29.2787, 37.5041, 41.9243, 35.6922, \ + 36.1368, 35.6922, 34.3909, 39.4079, 30.765, 37.5041, 33.5499, \ + 39.8988, 45.1568, 32.3268, 34.3909, 41.9243, 43.5105, 42.9752, \ + 41.4085}; + // Digitise bkg from Figure 1 (x 0.25 x exposure) + std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ + 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ + 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ + 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ + 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ + 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ + 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ + 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ + 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; + DM_Detector_Ionization_ER detector("DarSide-50_S2_2023", exposure, target_name); + detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + detector.Set_Observed_Events(observed_event_bins); + detector.Set_Expected_Background(bkg_bins); +} + //3. Electron recoil experiments - Semiconductor DM_Detector_Crystal protoSENSEI_at_Surface() { @@ -271,6 +304,22 @@ DM_Detector_Crystal CDMS_HVeV_2020() return detector; } +DM_Detector_Crystal DAMIC_M_2023_ER() +{ + // Source: arXiv:2302.02372 + double DAMIC_M_exposure = 85.23 * gram * day; + unsigned int DAMIC_M_Q_threshold = 1; + unsigned int DAMIC_M_bins = 5; + // TODO: DAMIC does not provide this, ask the collaboration + std::vector DAMIC_M_observed_events = {}; + + DM_Detector_Crystal detector("DAMIC-M_2023", DAMIC_M_exposure, "Si"); + detector.Set_Observed_Events(DAMIC_M_observed_events); + + return detector; +} + + //4. Migdal experiments - Ionization DM_Detector_Ionization_Migdal XENON10_S2_Migdal() { @@ -348,4 +397,4 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal() return detector; } -} // namespace obscura \ No newline at end of file +} // namespace obscura From 649f2c7dd81ca09f1e484157874740448affe25b Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 16:57:41 +0100 Subject: [PATCH 02/28] Uncommented background substraction --- include/obscura/Direct_Detection_Ionization.hpp | 4 ++-- src/Direct_Detection.cpp | 6 +++--- src/Direct_Detection_Ionization.cpp | 4 ++-- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/include/obscura/Direct_Detection_Ionization.hpp b/include/obscura/Direct_Detection_Ionization.hpp index abb4a91..be8f226 100644 --- a/include/obscura/Direct_Detection_Ionization.hpp +++ b/include/obscura/Direct_Detection_Ionization.hpp @@ -63,7 +63,7 @@ class DM_Detector_Ionization : public DM_Detector // (a) Poisson: Electron threshold void Use_Electron_Threshold(unsigned int ne_thr, unsigned int nemax = 0); // (b) Binned Poisson: Electron bins - void Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins); + void Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins, double bin_width = 1); // PE (or S2) spectrum double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, double W, const Nucleus& nucleus, Atomic_Electron& shell, std::vector electron_spectrum = {}); @@ -82,4 +82,4 @@ class DM_Detector_Ionization : public DM_Detector } // namespace obscura -#endif \ No newline at end of file +#endif diff --git a/src/Direct_Detection.cpp b/src/Direct_Detection.cpp index 355ea89..1c36d77 100644 --- a/src/Direct_Detection.cpp +++ b/src/Direct_Detection.cpp @@ -25,7 +25,7 @@ double DM_Detector::Log_Likelihood(DM_Particle& DM, DM_Distribution& DM_distr) double s = DM_Signals_Total(DM, DM_distr); unsigned long int n = observed_events; double b = expected_background; - // if(b < 1.0e-4 && (n > s)) b = n-s; // see eq.(29) of [arXiv:1705.07920] + if(b < 1.0e-4 && (n > s)) b = n-s; // see eq.(29) of [arXiv:1705.07920] return libphysica::Log_Likelihood_Poisson(s, n, b); } else if(statistical_analysis == "Binned Poisson") @@ -33,8 +33,8 @@ double DM_Detector::Log_Likelihood(DM_Particle& DM, DM_Distribution& DM_distr) std::vector s = DM_Signals_Binned(DM, DM_distr); std::vector n = bin_observed_events; std::vector b = bin_expected_background; - // for(unsigned int i = 0; i < b.size(); i++) - // if(b[i] < 1.0e-4 && (n[i] > s[i])) b[i] = n[i]-s[i]; // see eq.(29) of [arXiv:1705.07920] + for(unsigned int i = 0; i < b.size(); i++) + if(b[i] < 1.0e-4 && (n[i] > s[i])) b[i] = n[i]-s[i]; // see eq.(29) of [arXiv:1705.07920] return libphysica::Log_Likelihood_Poisson_Binned(s, n, b); } else if(statistical_analysis == "Maximum Gap") diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index d62c8d1..3cea213 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -281,13 +281,13 @@ void DM_Detector_Ionization::Use_Electron_Threshold(unsigned int ne_thr, unsigne } } -void DM_Detector_Ionization::Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins) +void DM_Detector_Ionization::Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins, double bin_width) { Initialize_Binned_Poisson(N_bins); using_electron_bins = true; ne_threshold = ne_thr; - ne_max = ne_threshold + N_bins - 1; + ne_max = ne_threshold + int((N_bins - 1)*bin_width); if(ne_max < ne_threshold) { std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector::Use_Electron_Bins(): ne threshold (" << ne_threshold << ") is higher than maximum (" << ne_max << ")." << std::endl; From 53c2b649d4869cffd5c9ba6c6d656ffc4625d2dd Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 17:23:56 +0100 Subject: [PATCH 03/28] Fixed typo in DAMIC-M --- src/Experiments.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 8013b76..f18652d 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -311,7 +311,7 @@ DM_Detector_Crystal DAMIC_M_2023_ER() unsigned int DAMIC_M_Q_threshold = 1; unsigned int DAMIC_M_bins = 5; // TODO: DAMIC does not provide this, ask the collaboration - std::vector DAMIC_M_observed_events = {}; + std::vector DAMIC_M_observed_events = {}; DM_Detector_Crystal detector("DAMIC-M_2023", DAMIC_M_exposure, "Si"); detector.Set_Observed_Events(DAMIC_M_observed_events); From 5ef08fe7d3c2cd87430fcfd7a28a02b007743da7 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 17:32:08 +0100 Subject: [PATCH 04/28] Changed bkg events to double and observed to int --- src/Experiments.cpp | 32 +++++++++++++------------------- 1 file changed, 13 insertions(+), 19 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index f18652d..921f22d 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -192,26 +192,20 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() double exposure = 12306 * kg * day; unsigned int ne_threshold = 4; // Digitised from Figure 1 (x 0.25 x exposure) - std::vector observed_event_bins = {22.8573, 17.6247, 19.7019, 13.59, 19.2201, 17.8442, 19.4595, \ - 17.4078, 20.7021, 18.7501, 19.7019, 16.9821, 15.9629, 14.2798, \ - 18.5194, 20.96, 18.9836, 15.9629, 20.1958, 17.4078, 16.9821, 24.9264, \ - 25.2369, 18.5194, 20.1958, 25.5512, 26.518, 24.0176, 22.8573, \ - 19.7019, 24.9264, 26.8483, 23.7221, 22.8573, 26.518, 24.9264, \ - 28.2113, 33.5499, 32.7294, 31.1482, 30.3865, 30.765, 31.5362, \ - 30.0126, 34.3909, 30.3865, 29.2787, 37.5041, 41.9243, 35.6922, \ - 36.1368, 35.6922, 34.3909, 39.4079, 30.765, 37.5041, 33.5499, \ - 39.8988, 45.1568, 32.3268, 34.3909, 41.9243, 43.5105, 42.9752, \ - 41.4085}; + std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ + 16, 20, 17, 17, 25, 25, 19, 20, 26, 27, 24, 23, 20, 25, 27, 24, 23, \ + 27, 25, 28, 34, 33, 31, 30, 31, 32, 30, 34, 30, 29, 38, 42, 36, 36, \ + 36, 34, 39, 31, 38, 34, 40, 45, 32, 34, 42, 44, 43, 41}; // Digitise bkg from Figure 1 (x 0.25 x exposure) - std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ - 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ - 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ - 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ - 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ - 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ - 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ - 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ - 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; + std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ + 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ + 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ + 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ + 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ + 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ + 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ + 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ + 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; DM_Detector_Ionization_ER detector("DarSide-50_S2_2023", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); From e5194be8932d88c1e03b2dacf5aa43b12ead47f5 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 17:38:35 +0100 Subject: [PATCH 05/28] Added DarkSide50 Migdal --- src/Experiments.cpp | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 921f22d..c7cd8c0 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -391,4 +391,33 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal() return detector; } + +DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() +{ + // Source: arXiv:2207.11967 + std::string target_name = "Ar"; + double exposure = 6786.0 * kg * day; + unsigned int ne_threshold = 4; + // Digitised from Figure 1 (x 0.25 x exposure) + std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ + 16, 20, 17, 17, 25, 25, 19, 20, 26, 27, 24, 23, 20, 25, 27, 24, 23, \ + 27, 25, 28, 34, 33, 31, 30, 31, 32, 30, 34, 30, 29, 38, 42, 36, 36, \ + 36, 34, 39, 31, 38, 34, 40, 45, 32, 34, 42, 44, 43, 41}; + // Digitise bkg from Figure 1 (x 0.25 x exposure) + std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ + 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ + 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ + 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ + 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ + 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ + 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ + 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ + 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; + DM_Detector_Ionization_Migdal detector("DarSide-50_S2_2023", exposure, target_name); + detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + detector.Set_Observed_Events(observed_event_bins); + detector.Set_Expected_Background(bkg_bins); + + return detector; +} } // namespace obscura From 36864a3af5df4b58e7a895ca7129ef31dcca0a3e Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 30 Oct 2023 23:53:17 +0100 Subject: [PATCH 06/28] Added DS50 2023 to include file --- include/obscura/Experiments.hpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/include/obscura/Experiments.hpp b/include/obscura/Experiments.hpp index 5d633ce..dd3a25e 100644 --- a/include/obscura/Experiments.hpp +++ b/include/obscura/Experiments.hpp @@ -20,6 +20,7 @@ extern DM_Detector_Ionization_ER XENON10_S2_ER(); extern DM_Detector_Ionization_ER XENON100_S2_ER(); extern DM_Detector_Ionization_ER XENON1T_S2_ER(); extern DM_Detector_Ionization_ER DarkSide50_S2_ER(); +extern DM_Detector_Ionization_ER DarkSide50_S2_ER_2023(); //3. Electron recoil experiments - Semiconductor/crystals extern DM_Detector_Crystal protoSENSEI_at_Surface(); @@ -33,6 +34,7 @@ extern DM_Detector_Ionization_Migdal XENON10_S2_Migdal(); extern DM_Detector_Ionization_Migdal XENON100_S2_Migdal(); extern DM_Detector_Ionization_Migdal XENON1T_S2_Migdal(); extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal(); +extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023(); } // namespace obscura From 38e59d36a20cfe1ea52fb61991ca722704c01791 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Tue, 31 Oct 2023 16:50:18 +0100 Subject: [PATCH 07/28] Fixed missing stuff for DS50 --- src/Configuration.cpp | 4 ++++ src/Experiments.cpp | 2 ++ 2 files changed, 6 insertions(+) diff --git a/src/Configuration.cpp b/src/Configuration.cpp index 2e915dc..264abb5 100644 --- a/src/Configuration.cpp +++ b/src/Configuration.cpp @@ -492,6 +492,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_ER(XENON1T_S2_ER()); else if(DD_experiment == "DarkSide-50_S2") DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER()); + else if(DD_experiment == "DarkSide-50_S2_2023") + DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER_2023()); else if(DD_experiment == "XENON10_S2_Migdal") DM_detector = new DM_Detector_Ionization_Migdal(XENON10_S2_Migdal()); @@ -501,6 +503,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_Migdal(XENON1T_S2_Migdal()); else if(DD_experiment == "DarkSide-50_S2_Migdal") DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal()); + else if(DD_experiment == "DarkSide-50_S2_Migdal_2023") + DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal_2023()); else if(DD_experiment == "protoSENSEI@surface") DM_detector = new DM_Detector_Crystal(protoSENSEI_at_Surface()); diff --git a/src/Experiments.cpp b/src/Experiments.cpp index c7cd8c0..6c98059 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -210,6 +210,8 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); detector.Set_Expected_Background(bkg_bins); + + return detector; } //3. Electron recoil experiments - Semiconductor From ff7eea4f47f1bbe4275b0e0fe726c41d497b565a Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 23 Nov 2023 15:28:49 +0100 Subject: [PATCH 08/28] Changed 2023 DS50 data --- src/Experiments.cpp | 31 +++++++++++++++++++++++++++++-- 1 file changed, 29 insertions(+), 2 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 6c98059..30c4caa 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -192,10 +192,16 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() double exposure = 12306 * kg * day; unsigned int ne_threshold = 4; // Digitised from Figure 1 (x 0.25 x exposure) - std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ + //std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ 16, 20, 17, 17, 25, 25, 19, 20, 26, 27, 24, 23, 20, 25, 27, 24, 23, \ 27, 25, 28, 34, 33, 31, 30, 31, 32, 30, 34, 30, 29, 38, 42, 36, 36, \ 36, 34, 39, 31, 38, 34, 40, 45, 32, 34, 42, 44, 43, 41}; + std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ + 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ + 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ + 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ + 729, 837, 614, 654, 819, 861, 872, 830}; + // Digitise bkg from Figure 1 (x 0.25 x exposure) std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ @@ -209,7 +215,7 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() DM_Detector_Ionization_ER detector("DarSide-50_S2_2023", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); - detector.Set_Expected_Background(bkg_bins); + //detector.Set_Expected_Background(bkg_bins); return detector; } @@ -422,4 +428,25 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() return detector; } + +DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal() +{ + // Source: arXiv: + std::string target_name = "Xe"; + double exposure = 550 * kg * day; + std::vector observed_event_bins = {246, 90, 80, 60, 40, 91, 50, 20, 70, 40, 110, 10, 50, 90}; + double muPE = 33.0; + double sigPE = 7.0; + std::vector S2_bin_ranges = {70, 80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200}; +// std::string trigger_efficiency = PROJECT_DIR "data/XENON1Te/XENON1T_TotalEfficiency.txt"; + + DM_Detector_Ionization_Migdal detector("PandaX4T_S2", exposure, target_name); + detector.Use_PE_Bins(muPE, sigPE, S2_bin_ranges); + detector.Set_Observed_Events(observed_event_bins); +// detector.Import_Trigger_Efficiency_PE(trigger_efficiency); + + return detector; +} + + } // namespace obscura From 04020f74205648deb49e6a985a8e42281008b50f Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 27 Nov 2023 14:53:20 +0100 Subject: [PATCH 09/28] Updated DS50 Migdal 2023 --- include/obscura/Experiments.hpp | 1 + src/Configuration.cpp | 2 ++ src/Experiments.cpp | 24 +++++++++++------------- 3 files changed, 14 insertions(+), 13 deletions(-) diff --git a/include/obscura/Experiments.hpp b/include/obscura/Experiments.hpp index dd3a25e..6b1f0e6 100644 --- a/include/obscura/Experiments.hpp +++ b/include/obscura/Experiments.hpp @@ -35,6 +35,7 @@ extern DM_Detector_Ionization_Migdal XENON100_S2_Migdal(); extern DM_Detector_Ionization_Migdal XENON1T_S2_Migdal(); extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal(); extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023(); +extern DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal(); } // namespace obscura diff --git a/src/Configuration.cpp b/src/Configuration.cpp index 264abb5..2fb1cf2 100644 --- a/src/Configuration.cpp +++ b/src/Configuration.cpp @@ -505,6 +505,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal()); else if(DD_experiment == "DarkSide-50_S2_Migdal_2023") DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal_2023()); + else if(DD_experiment == "PandaX4T_S2_Migdal") + DM_detector = new DM_Detector_Ionization_Migdal(PandaX4T_S2_Migdal()); else if(DD_experiment == "protoSENSEI@surface") DM_detector = new DM_Detector_Crystal(protoSENSEI_at_Surface()); diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 30c4caa..1b2db14 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -191,11 +191,7 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() std::string target_name = "Ar"; double exposure = 12306 * kg * day; unsigned int ne_threshold = 4; - // Digitised from Figure 1 (x 0.25 x exposure) - //std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ - 16, 20, 17, 17, 25, 25, 19, 20, 26, 27, 24, 23, 20, 25, 27, 24, 23, \ - 27, 25, 28, 34, 33, 31, 30, 31, 32, 30, 34, 30, 29, 38, 42, 36, 36, \ - 36, 34, 39, 31, 38, 34, 40, 45, 32, 34, 42, 44, 43, 41}; + // Digitised from Figure 1 (x Ne x 0.25 x exposure) std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ @@ -203,6 +199,7 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() 729, 837, 614, 654, 819, 861, 872, 830}; // Digitise bkg from Figure 1 (x 0.25 x exposure) + // TODO: not used because it causes upwards fluctuations std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ @@ -212,7 +209,7 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; - DM_Detector_Ionization_ER detector("DarSide-50_S2_2023", exposure, target_name); + DM_Detector_Ionization_ER detector("DarkSide-50_S2_2023", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); //detector.Set_Expected_Background(bkg_bins); @@ -406,12 +403,14 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() std::string target_name = "Ar"; double exposure = 6786.0 * kg * day; unsigned int ne_threshold = 4; - // Digitised from Figure 1 (x 0.25 x exposure) - std::vector observed_event_bins = {23, 18, 20, 14, 19, 18, 19, 17, 21, 19, 20, 17, 16, 14, 19, 21, 19, \ - 16, 20, 17, 17, 25, 25, 19, 20, 26, 27, 24, 23, 20, 25, 27, 24, 23, \ - 27, 25, 28, 34, 33, 31, 30, 31, 32, 30, 34, 30, 29, 38, 42, 36, 36, \ - 36, 34, 39, 31, 38, 34, 40, 45, 32, 34, 42, 44, 43, 41}; + std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ + 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ + 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ + 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ + 729, 837, 614, 654, 819, 861, 872, 830}; + // Digitise bkg from Figure 1 (x 0.25 x exposure) + // TODO: not used because it causes upwards fluctuations std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ @@ -420,8 +419,7 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ - 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; - DM_Detector_Ionization_Migdal detector("DarSide-50_S2_2023", exposure, target_name); + DM_Detector_Ionization_Migdal detector("DarkSide-50_S2_2023", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); detector.Set_Expected_Background(bkg_bins); From c5a3527396fb6fc22a7be9b2965ade462b8247ff Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 27 Nov 2023 14:57:44 +0100 Subject: [PATCH 10/28] Fixed typo --- src/Experiments.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 1b2db14..004e17c 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -419,10 +419,11 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ + 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; DM_Detector_Ionization_Migdal detector("DarkSide-50_S2_2023", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Set_Observed_Events(observed_event_bins); - detector.Set_Expected_Background(bkg_bins); + //detector.Set_Expected_Background(bkg_bins); return detector; } From aabe74818296f80bc430f1cbd79405243a464c6d Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 30 Nov 2023 20:44:54 +0100 Subject: [PATCH 11/28] Added skeletons for LZ and PandaX --- include/obscura/Experiments.hpp | 5 +++- src/Configuration.cpp | 10 ++++++-- src/Experiments.cpp | 44 ++++++++++++++++++++++++++++++--- 3 files changed, 52 insertions(+), 7 deletions(-) diff --git a/include/obscura/Experiments.hpp b/include/obscura/Experiments.hpp index 6b1f0e6..7b8e779 100644 --- a/include/obscura/Experiments.hpp +++ b/include/obscura/Experiments.hpp @@ -21,6 +21,7 @@ extern DM_Detector_Ionization_ER XENON100_S2_ER(); extern DM_Detector_Ionization_ER XENON1T_S2_ER(); extern DM_Detector_Ionization_ER DarkSide50_S2_ER(); extern DM_Detector_Ionization_ER DarkSide50_S2_ER_2023(); +extern DM_Detector_Ionization_ER LZ_S2_ER(); //3. Electron recoil experiments - Semiconductor/crystals extern DM_Detector_Crystal protoSENSEI_at_Surface(); @@ -28,6 +29,7 @@ extern DM_Detector_Crystal protoSENSEI_at_MINOS(); extern DM_Detector_Crystal SENSEI_at_MINOS(); extern DM_Detector_Crystal CDMS_HVeV_2018(); extern DM_Detector_Crystal CDMS_HVeV_2020(); +extern DM_Detector_Crystal DAMIC_M_2023(); //4. Migdal experiments - Ionization extern DM_Detector_Ionization_Migdal XENON10_S2_Migdal(); @@ -35,7 +37,8 @@ extern DM_Detector_Ionization_Migdal XENON100_S2_Migdal(); extern DM_Detector_Ionization_Migdal XENON1T_S2_Migdal(); extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal(); extern DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023(); -extern DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal(); +extern DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal(); +extern DM_Detector_Ionization_Migdal LZ_S2_Migdal(); } // namespace obscura diff --git a/src/Configuration.cpp b/src/Configuration.cpp index 2fb1cf2..254690d 100644 --- a/src/Configuration.cpp +++ b/src/Configuration.cpp @@ -494,6 +494,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER()); else if(DD_experiment == "DarkSide-50_S2_2023") DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER_2023()); + else if(DD_experiment == "LZ_S2") + DM_detector = new DM_Detector_Ionization_ER(LZ_S2_ER()); else if(DD_experiment == "XENON10_S2_Migdal") DM_detector = new DM_Detector_Ionization_Migdal(XENON10_S2_Migdal()); @@ -505,8 +507,10 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal()); else if(DD_experiment == "DarkSide-50_S2_Migdal_2023") DM_detector = new DM_Detector_Ionization_Migdal(DarkSide50_S2_Migdal_2023()); - else if(DD_experiment == "PandaX4T_S2_Migdal") - DM_detector = new DM_Detector_Ionization_Migdal(PandaX4T_S2_Migdal()); + else if(DD_experiment == "PandaX-4T_S2_Migdal") + DM_detector = new DM_Detector_Ionization_Migdal(PandaX_4T_S2_Migdal()); + else if(DD_experiment == "LZ_S2_Migdal") + DM_detector = new DM_Detector_Ionization_Migdal(LZ_S2_Migdal()); else if(DD_experiment == "protoSENSEI@surface") DM_detector = new DM_Detector_Crystal(protoSENSEI_at_Surface()); @@ -518,6 +522,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Crystal(CDMS_HVeV_2018()); else if(DD_experiment == "CDMS-HVeV_2020") DM_detector = new DM_Detector_Crystal(CDMS_HVeV_2020()); + else if(DD_experiment == "DAMIC-M_2023") + DM_detector = new DM_Detector_Crystal(DAMIC_M_2023()); else { diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 004e17c..a282fde 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -217,6 +217,22 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() return detector; } +DM_Detector_Ionization_ER LZ_S2_ER() +{ + // Source: 2307.15753 + // TODO: WIP + std::string target_name = "Xe"; + double exposure = 0 * kg * day; + unsigned int ne_threshold = 0; + std::vector observed_event_bins = {}; + + DM_Detector_Ionization_ER detector("LZ_S2", exposure, target_name); + detector.Use_Electron_Bins(ne_threshold, 0); + detector.Set_Observed_Events(observed_event_bins); + + return detector; +} + //3. Electron recoil experiments - Semiconductor DM_Detector_Crystal protoSENSEI_at_Surface() { @@ -364,7 +380,7 @@ DM_Detector_Ionization_Migdal XENON100_S2_Migdal() DM_Detector_Ionization_Migdal XENON1T_S2_Migdal() { - // Source: arXiv:1907.11485 + // Source: arXiv:1907.11485, arXiv:1907.12771 std::string target_name = "Xe"; double exposure = 80755.2 * kg * day; std::vector observed_event_bins = {8, 7, 2, 1}; @@ -428,9 +444,10 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() return detector; } -DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal() +DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() { - // Source: arXiv: + // Source: arXiv:2308.01540 + //TODO :WIP std::string target_name = "Xe"; double exposure = 550 * kg * day; std::vector observed_event_bins = {246, 90, 80, 60, 40, 91, 50, 20, 70, 40, 110, 10, 50, 90}; @@ -439,7 +456,7 @@ DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal() std::vector S2_bin_ranges = {70, 80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200}; // std::string trigger_efficiency = PROJECT_DIR "data/XENON1Te/XENON1T_TotalEfficiency.txt"; - DM_Detector_Ionization_Migdal detector("PandaX4T_S2", exposure, target_name); + DM_Detector_Ionization_Migdal detector("PandaX-4T_S2", exposure, target_name); detector.Use_PE_Bins(muPE, sigPE, S2_bin_ranges); detector.Set_Observed_Events(observed_event_bins); // detector.Import_Trigger_Efficiency_PE(trigger_efficiency); @@ -447,5 +464,24 @@ DM_Detector_Ionization_Migdal PandaX4T_S2_Migdal() return detector; } +DM_Detector_Ionization_Migdal LZ_S2_Migdal() +{ + // Source: arXiv: + //TODO :WIP + std::string target_name = "Ar"; + double exposure = 550 * kg * day; + std::vector observed_event_bins = {246, 90, 80, 60, 40, 91, 50, 20, 70, 40, 110, 10, 50, 90}; + double muPE = 33.0; + double sigPE = 7.0; + std::vector S2_bin_ranges = {70, 80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200}; +// std::string trigger_efficiency = PROJECT_DIR "data/XENON1Te/XENON1T_TotalEfficiency.txt"; + + DM_Detector_Ionization_Migdal detector("LZ_S2", exposure, target_name); + detector.Use_PE_Bins(muPE, sigPE, S2_bin_ranges); + detector.Set_Observed_Events(observed_event_bins); +// detector.Import_Trigger_Efficiency_PE(trigger_efficiency); + + return detector; +} } // namespace obscura From 6246a13657d863d6371f5b2103be4c5b0b5ae350 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 8 Dec 2023 14:13:31 +0100 Subject: [PATCH 12/28] Removed non-integer bins --- .../obscura/Direct_Detection_Ionization.hpp | 2 +- src/Direct_Detection_Ionization.cpp | 4 ++-- src/Experiments.cpp | 20 +++++++++++-------- 3 files changed, 15 insertions(+), 11 deletions(-) diff --git a/include/obscura/Direct_Detection_Ionization.hpp b/include/obscura/Direct_Detection_Ionization.hpp index be8f226..78fb4f0 100644 --- a/include/obscura/Direct_Detection_Ionization.hpp +++ b/include/obscura/Direct_Detection_Ionization.hpp @@ -63,7 +63,7 @@ class DM_Detector_Ionization : public DM_Detector // (a) Poisson: Electron threshold void Use_Electron_Threshold(unsigned int ne_thr, unsigned int nemax = 0); // (b) Binned Poisson: Electron bins - void Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins, double bin_width = 1); + void Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins); // PE (or S2) spectrum double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, double W, const Nucleus& nucleus, Atomic_Electron& shell, std::vector electron_spectrum = {}); diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index 3cea213..d62c8d1 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -281,13 +281,13 @@ void DM_Detector_Ionization::Use_Electron_Threshold(unsigned int ne_thr, unsigne } } -void DM_Detector_Ionization::Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins, double bin_width) +void DM_Detector_Ionization::Use_Electron_Bins(unsigned int ne_thr, unsigned int N_bins) { Initialize_Binned_Poisson(N_bins); using_electron_bins = true; ne_threshold = ne_thr; - ne_max = ne_threshold + int((N_bins - 1)*bin_width); + ne_max = ne_threshold + N_bins - 1; if(ne_max < ne_threshold) { std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector::Use_Electron_Bins(): ne threshold (" << ne_threshold << ") is higher than maximum (" << ne_max << ")." << std::endl; diff --git a/src/Experiments.cpp b/src/Experiments.cpp index a282fde..4d40b13 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -192,12 +192,13 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() double exposure = 12306 * kg * day; unsigned int ne_threshold = 4; // Digitised from Figure 1 (x Ne x 0.25 x exposure) - std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ + //std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ 729, 837, 614, 654, 819, 861, 872, 830}; - + std::vector observed_event_bins = {298, 372, 456, 488, 583, 775, 965, 1053, 1182, 1644, 1723, 1992, \ + 2408, 2397, 2735, 3139, 3366}; // Digitise bkg from Figure 1 (x 0.25 x exposure) // TODO: not used because it causes upwards fluctuations std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ @@ -210,7 +211,8 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; DM_Detector_Ionization_ER detector("DarkSide-50_S2_2023", exposure, target_name); - detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + //detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + detector.Use_Electron_Bins(ne_threshold, 17); detector.Set_Observed_Events(observed_event_bins); //detector.Set_Expected_Background(bkg_bins); @@ -222,7 +224,7 @@ DM_Detector_Ionization_ER LZ_S2_ER() // Source: 2307.15753 // TODO: WIP std::string target_name = "Xe"; - double exposure = 0 * kg * day; + double exposure = 330000 * kg * day; unsigned int ne_threshold = 0; std::vector observed_event_bins = {}; @@ -319,7 +321,7 @@ DM_Detector_Crystal CDMS_HVeV_2020() return detector; } -DM_Detector_Crystal DAMIC_M_2023_ER() +DM_Detector_Crystal DAMIC_M_2023() { // Source: arXiv:2302.02372 double DAMIC_M_exposure = 85.23 * gram * day; @@ -419,12 +421,13 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() std::string target_name = "Ar"; double exposure = 6786.0 * kg * day; unsigned int ne_threshold = 4; - std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ + //std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ 729, 837, 614, 654, 819, 861, 872, 830}; - + std::vector observed_event_bins = {298, 372, 456, 488, 583, 775, 965, 1053, 1182, 1644, 1723, 1992, \ + 2408, 2397, 2735, 3139, 3366}; // Digitise bkg from Figure 1 (x 0.25 x exposure) // TODO: not used because it causes upwards fluctuations std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ @@ -437,7 +440,8 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; DM_Detector_Ionization_Migdal detector("DarkSide-50_S2_2023", exposure, target_name); - detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + //detector.Use_Electron_Bins(ne_threshold, 65, 0.25); + detector.Use_Electron_Bins(ne_threshold, 17); detector.Set_Observed_Events(observed_event_bins); //detector.Set_Expected_Background(bkg_bins); From e8a319305e8eb17f0b3586489a6ac77ddade9c2c Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 8 Dec 2023 14:32:48 +0100 Subject: [PATCH 13/28] Improved DS50 --- src/Experiments.cpp | 21 +-------------------- 1 file changed, 1 insertion(+), 20 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 4d40b13..bbf5c7c 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -421,29 +421,10 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() std::string target_name = "Ar"; double exposure = 6786.0 * kg * day; unsigned int ne_threshold = 4; - //std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ - 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ - 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ - 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ - 729, 837, 614, 654, 819, 861, 872, 830}; - std::vector observed_event_bins = {298, 372, 456, 488, 583, 775, 965, 1053, 1182, 1644, 1723, 1992, \ - 2408, 2397, 2735, 3139, 3366}; - // Digitise bkg from Figure 1 (x 0.25 x exposure) - // TODO: not used because it causes upwards fluctuations - std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ - 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ - 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ - 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ - 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ - 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ - 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ - 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ - 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; + std::vector observed_event_bins = {74, 74, 76, 70, 73, 86, 96, 96, 99, 126, 123, 133, 151, 141, 152, 165, 168}; DM_Detector_Ionization_Migdal detector("DarkSide-50_S2_2023", exposure, target_name); - //detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Use_Electron_Bins(ne_threshold, 17); detector.Set_Observed_Events(observed_event_bins); - //detector.Set_Expected_Background(bkg_bins); return detector; } From fca88155fcf5cd1db2eb5fa1d1f2a308a2d6f7a6 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Wed, 13 Dec 2023 18:54:43 +0100 Subject: [PATCH 14/28] Updated PandaX --- data/PandaX4T/s2_response_er.csv | 101 ++++++++++++++++++ .../obscura/Direct_Detection_Ionization.hpp | 4 + include/obscura/Experiments.hpp | 1 + src/Configuration.cpp | 2 + src/Direct_Detection_Ionization.cpp | 54 ++++++++-- src/Experiments.cpp | 28 +++-- 6 files changed, 175 insertions(+), 15 deletions(-) create mode 100644 data/PandaX4T/s2_response_er.csv diff --git a/data/PandaX4T/s2_response_er.csv b/data/PandaX4T/s2_response_er.csv new file mode 100644 index 0000000..16c1906 --- /dev/null +++ b/data/PandaX4T/s2_response_er.csv @@ -0,0 +1,101 @@ 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electron_spectrum = {}); std::vector DM_Signals_PE_Bins(const DM_Particle& DM, DM_Distribution& DM_distr); @@ -76,6 +79,7 @@ class DM_Detector_Ionization : public DM_Detector void Import_Acceptance_Efficiency_PE(std::string filename); // (b) Binned Poisson: PE bins (S2) void Use_PE_Bins(double S2mu, double S2sigma, const std::vector& bin_ranges); + void Use_PE_Bins(const std::string PE_response, const std::vector & bin_ranges); virtual void Print_Summary(int MPI_rank = 0) const override; }; diff --git a/include/obscura/Experiments.hpp b/include/obscura/Experiments.hpp index 7b8e779..62040ce 100644 --- a/include/obscura/Experiments.hpp +++ b/include/obscura/Experiments.hpp @@ -21,6 +21,7 @@ extern DM_Detector_Ionization_ER XENON100_S2_ER(); extern DM_Detector_Ionization_ER XENON1T_S2_ER(); extern DM_Detector_Ionization_ER DarkSide50_S2_ER(); extern DM_Detector_Ionization_ER DarkSide50_S2_ER_2023(); +extern DM_Detector_Ionization_ER PandaX_4T_S2_ER(); extern DM_Detector_Ionization_ER LZ_S2_ER(); //3. Electron recoil experiments - Semiconductor/crystals diff --git a/src/Configuration.cpp b/src/Configuration.cpp index 254690d..10ed87d 100644 --- a/src/Configuration.cpp +++ b/src/Configuration.cpp @@ -494,6 +494,8 @@ void Configuration::Construct_DM_Detector() DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER()); else if(DD_experiment == "DarkSide-50_S2_2023") DM_detector = new DM_Detector_Ionization_ER(DarkSide50_S2_ER_2023()); + else if(DD_experiment == "PandaX-4T_S2") + DM_detector = new DM_Detector_Ionization_ER(PandaX_4T_S2_ER()); else if(DD_experiment == "LZ_S2") DM_detector = new DM_Detector_Ionization_ER(LZ_S2_ER()); diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index d62c8d1..55a1bca 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -84,7 +84,7 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle&,DM_Distribution&): Not using PE bins." << std::endl; std::exit(EXIT_FAILURE); } - else + else if(using_electron_response) { // Precompute the electron spectrum to speep up the computation of the S2 spectrum std::vector electron_spectrum; @@ -99,15 +99,35 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle } return signals; } + else if(using_energy_response) + { + std::vector signals; + for(unsigned int bin = 0; bin < number_of_bins; bin++) + { + double R_bin = 0.; + for(auto &row : Energy_Response_PE) + { + double E = row[1] * keV; + for(unsigned int s2_bin = 2; s2_bin < row.size(); s2_bin++) + { + unsigned int s2 = 60 + s2_bin; + if(s2 >= S2_bin_ranges[bin] and s2 < S2_bin_ranges[bin + 1]) + R_bin += row[s2_bin] * dRdE(E, DM, DM_distr); + } + } + signals.push_back(bin_efficiencies[bin] * exposure * R_bin); + } + return signals; + } } DM_Detector_Ionization::DM_Detector_Ionization(std::string label, double expo, std::string target_particle, std::string atom) -: DM_Detector(label, expo, target_particle), atomic_targets({atom}), relative_mass_fractions({1.0}), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false) +: DM_Detector(label, expo, target_particle), atomic_targets({atom}), relative_mass_fractions({1.0}), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false), using_electron_response(false), using_energy_response(false) { } DM_Detector_Ionization::DM_Detector_Ionization(std::string label, double expo, std::string target_particle, std::vector atoms, std::vector mass_fractions) -: DM_Detector(label, expo, target_particle), relative_mass_fractions(mass_fractions), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false) +: DM_Detector(label, expo, target_particle), relative_mass_fractions(mass_fractions), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false), using_electron_response(false), using_energy_response(false) { for(auto& atom_name : atoms) @@ -378,12 +398,23 @@ void DM_Detector_Ionization::Use_PE_Bins(double S2mu, double S2sigma, const std: { Initialize_Binned_Poisson(bin_ranges.size() - 1); using_S2_bins = true; + using_electron_response = true; S2_mu = S2mu; S2_sigma = S2sigma; S2_bin_ranges = bin_ranges; } +void DM_Detector_Ionization::Use_PE_Bins(const std::string PE_response, const std::vector & bin_ranges) +{ + Initialize_Binned_Poisson(bin_ranges.size() - 1); + using_S2_bins = true; + using_energy_response = true; + + Energy_Response_PE = libphysica::Import_Table(PE_response, {100,142}, 1); + S2_bin_ranges = bin_ranges; +} + void DM_Detector_Ionization::Print_Summary(int MPI_rank) const { Print_Summary_Base(); @@ -396,10 +427,19 @@ void DM_Detector_Ionization::Print_Summary(int MPI_rank) const << "\tPE (S2) bins:\t\t" << (using_S2_bins ? "[x]" : "[ ]") << std::endl; if(using_S2_bins || using_S2_threshold) { - std::cout << "\tmu_PE:\t\t" << S2_mu << std::endl - << "\tsigma_PE:\t" << S2_sigma << std::endl - << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl - << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; + if(using_electron_response) + { + std::cout << "\tmu_PE:\t\t" << S2_mu << std::endl + << "\tsigma_PE:\t" << S2_sigma << std::endl + << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl + << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; + } + if(using_energy_response) + { + std::cout << "\tImported energy response PE:\t\t" << (Energy_Response_PE.empty() ? "[ ]" : "[x]") << std::endl + << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl + << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; + } if(using_S2_bins) { std::cout << "\n\t\tBin\tBin range [S2]" << std::endl; diff --git a/src/Experiments.cpp b/src/Experiments.cpp index bbf5c7c..77b7a11 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -219,6 +219,22 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() return detector; } +DM_Detector_Ionization_ER PandaX_4T_S2_ER() +{ + // Source: arXiv:2308.01540 + std::string target_name = "Xe"; + double exposure = 550 * kg * day; + std::vector observed_event_bins = {680, 280, 260, 140, 220, 240, 280}; + std::vector S2_bin_ranges = {70, 90, 110, 130, 150, 170, 190, 200}; + std::string PE_response = PROJECT_DIR "data/PandaX4T/s2_response_er.csv"; + + DM_Detector_Ionization_ER detector("PandaX-4T_S2", exposure, target_name); + detector.Use_PE_Bins(PE_response, S2_bin_ranges); + detector.Set_Observed_Events(observed_event_bins); + + return detector; +} + DM_Detector_Ionization_ER LZ_S2_ER() { // Source: 2307.15753 @@ -432,19 +448,15 @@ DM_Detector_Ionization_Migdal DarkSide50_S2_Migdal_2023() DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() { // Source: arXiv:2308.01540 - //TODO :WIP std::string target_name = "Xe"; double exposure = 550 * kg * day; - std::vector observed_event_bins = {246, 90, 80, 60, 40, 91, 50, 20, 70, 40, 110, 10, 50, 90}; - double muPE = 33.0; - double sigPE = 7.0; - std::vector S2_bin_ranges = {70, 80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200}; -// std::string trigger_efficiency = PROJECT_DIR "data/XENON1Te/XENON1T_TotalEfficiency.txt"; + std::vector observed_event_bins = {680, 280, 260, 140, 220, 240, 280}; + std::vector S2_bin_ranges = {70, 90, 110, 130, 150, 170, 190, 200}; + std::string PE_response = PROJECT_DIR "data/PandaX4T/s2_response_er.csv"; DM_Detector_Ionization_Migdal detector("PandaX-4T_S2", exposure, target_name); - detector.Use_PE_Bins(muPE, sigPE, S2_bin_ranges); + detector.Use_PE_Bins(PE_response, S2_bin_ranges); detector.Set_Observed_Events(observed_event_bins); -// detector.Import_Trigger_Efficiency_PE(trigger_efficiency); return detector; } From b2fc21b4504656a3ab59a615900c03a7ab3c81fe Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 14 Dec 2023 00:32:57 +0100 Subject: [PATCH 15/28] Fixed table --- data/PandaX4T/s2_response_er.csv | 202 ++++++++++++++-------------- src/Direct_Detection_Ionization.cpp | 5 + 2 files changed, 106 insertions(+), 101 deletions(-) diff --git a/data/PandaX4T/s2_response_er.csv b/data/PandaX4T/s2_response_er.csv index 16c1906..e5ae10d 100644 --- a/data/PandaX4T/s2_response_er.csv +++ b/data/PandaX4T/s2_response_er.csv @@ -1,101 +1,101 @@ -nxbin,energy_bin_center/keV,s2_bin_1,s2_bin_2,s2_bin_3,s2_bin_4,s2_bin_5,s2_bin_6,s2_bin_7,s2_bin_8,s2_bin_9,s2_bin_10,s2_bin_11,s2_bin_12,s2_bin_13,s2_bin_14,s2_bin_15,s2_bin_16,s2_bin_17,s2_bin_18,s2_bin_19,s2_bin_20,s2_bin_21,s2_bin_22,s2_bin_23,s2_bin_24,s2_bin_25,s2_bin_26,s2_bin_27,s2_bin_28,s2_bin_29,s2_bin_30,s2_bin_31,s2_bin_32,s2_bin_33,s2_bin_34,s2_bin_35,s2_bin_36,s2_bin_37,s2_bin_38,s2_bin_39,s2_bin_40,s2_bin_41,s2_bin_42,s2_bin_43,s2_bin_44,s2_bin_45,s2_bin_46,s2_bin_47,s2_bin_48,s2_bin_49,s2_bin_50,s2_bin_51,s2_bin_52,s2_bin_53,s2_bin_54,s2_bin_55,s2_bin_56,s2_bin_57,s2_bin_58,s2_bin_59,s2_bin_60,s2_bin_61,s2_bin_62,s2_bin_63,s2_bin_64,s2_bin_65,s2_bin_66,s2_bin_67,s2_bin_68,s2_bin_69,s2_bin_70,s2_bin_71,s2_bin_72,s2_bin_73,s2_bin_74,s2_bin_75,s2_bin_76,s2_bin_77,s2_bin_78,s2_bin_79,s2_bin_80,s2_bin_81,s2_bin_82,s2_bin_83,s2_bin_84,s2_bin_85,s2_bin_86,s2_bin_87,s2_bin_88,s2_bin_89,s2_bin_90,s2_bin_91,s2_bin_92,s2_bin_93,s2_bin_94,s2_bin_95,s2_bin_96,s2_bin_97,s2_bin_98,s2_bin_99,s2_bin_100,s2_bin_101,s2_bin_102,s2_bin_103,s2_bin_104,s2_bin_105,s2_bin_106,s2_bin_107,s2_bin_108,s2_bin_109,s2_bin_110,s2_bin_111,s2_bin_112,s2_bin_113,s2_bin_114,s2_bin_115,s2_bin_116,s2_bin_117,s2_bin_118,s2_bin_119,s2_bin_120,s2_bin_121,s2_bin_122,s2_bin_123,s2_bin_124,s2_bin_125,s2_bin_126,s2_bin_127,s2_bin_128,s2_bin_129,s2_bin_130,s2_bin_131,s2_bin_132,s2_bin_133,s2_bin_134,s2_bin_135,s2_bin_136,s2_bin_137,s2_bin_138,s2_bin_139,s2_bin_140 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 +100 0.995 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5.60E-06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index 55a1bca..f6a6b7e 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -119,6 +119,11 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle } return signals; } + else + { + std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle&,DM_Distribution&): Not using response function." << std::endl; + std::exit(EXIT_FAILURE); + } } DM_Detector_Ionization::DM_Detector_Ionization(std::string label, double expo, std::string target_particle, std::string atom) From 4d3867bc809d3170225763ce9fa5fcc20a6a0e45 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 14 Dec 2023 00:35:14 +0100 Subject: [PATCH 16/28] Fixed bug --- src/Direct_Detection_Ionization.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index f6a6b7e..120d6f9 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -416,7 +416,7 @@ void DM_Detector_Ionization::Use_PE_Bins(const std::string PE_response, const st using_S2_bins = true; using_energy_response = true; - Energy_Response_PE = libphysica::Import_Table(PE_response, {100,142}, 1); + Energy_Response_PE = libphysica::Import_Table(PE_response, {}, 1); S2_bin_ranges = bin_ranges; } From 87e5a057678a54289670c7d4aa4ecbf4f39699c3 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 14 Dec 2023 17:16:13 +0100 Subject: [PATCH 17/28] Another attempt at PandaX --- .../obscura/Direct_Detection_Ionization.hpp | 2 + src/Direct_Detection_Ionization.cpp | 40 ++++++++++++++----- src/Experiments.cpp | 2 +- 3 files changed, 32 insertions(+), 12 deletions(-) diff --git a/include/obscura/Direct_Detection_Ionization.hpp b/include/obscura/Direct_Detection_Ionization.hpp index e0288d2..67e98fc 100644 --- a/include/obscura/Direct_Detection_Ionization.hpp +++ b/include/obscura/Direct_Detection_Ionization.hpp @@ -40,6 +40,7 @@ class DM_Detector_Ionization : public DM_Detector std::vector> Energy_Response_PE; std::vector S2_bin_ranges; double R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector electron_spectrum = {}); + double R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response); std::vector DM_Signals_PE_Bins(const DM_Particle& DM, DM_Distribution& DM_distr); public: @@ -72,6 +73,7 @@ class DM_Detector_Ionization : public DM_Detector double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, double W, const Nucleus& nucleus, Atomic_Electron& shell, std::vector electron_spectrum = {}); double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, Atom& atom, std::vector electron_spectrum = {}); double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector electron_spectrum = {}); + double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response); // (a) Poisson: PE threshold (S2) void Use_PE_Threshold(double S2mu, double S2sigma, unsigned int nPE_thr, unsigned int nPE_max); diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index 120d6f9..7706f5e 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -77,6 +77,22 @@ double DM_Detector_Ionization::R_S2_Bin(unsigned int S2_1, unsigned int S2_2, co return R; } +double DM_Detector_Ionization::R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response) +{ + double R = 0.0; + for(unsigned int PE = S2_1; PE <= S2_2; PE++) + { + double PE_eff = 1.0; + if(Trigger_Efficiency_PE.empty() == false) + PE_eff *= Trigger_Efficiency_PE[PE - 1]; + if(Acceptance_Efficiency_PE.empty() == false) + PE_eff *= Acceptance_Efficiency_PE[PE - 1]; + R += PE_eff * R_S2(PE, DM, DM_distr, energy_response); + } + return R; +} + + std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle& DM, DM_Distribution& DM_distr) { if(!using_S2_bins) @@ -104,17 +120,7 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle std::vector signals; for(unsigned int bin = 0; bin < number_of_bins; bin++) { - double R_bin = 0.; - for(auto &row : Energy_Response_PE) - { - double E = row[1] * keV; - for(unsigned int s2_bin = 2; s2_bin < row.size(); s2_bin++) - { - unsigned int s2 = 60 + s2_bin; - if(s2 >= S2_bin_ranges[bin] and s2 < S2_bin_ranges[bin + 1]) - R_bin += row[s2_bin] * dRdE(E, DM, DM_distr); - } - } + double R_bin = R_S2_Bin(S2_bin_ranges[bin], S2_bin_ranges[bin + 1] - 2, DM, DM_distr, Energy_Response_PE); signals.push_back(bin_efficiencies[bin] * exposure * R_bin); } return signals; @@ -353,6 +359,18 @@ double DM_Detector_Ionization::R_S2(unsigned int S2, const DM_Particle& DM, DM_D return R_S2_aux(S2, S2_mu, S2_sigma, electron_spectrum); } +double DM_Detector_Ionization::R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution &DM_distr, std::vector>& energy_response) +{ + unsigned int s2_bin = 2 + S2 - S2_bin_ranges[0]; + + double R_bin = 0; + for(auto &row : energy_response) + { + double E = row[1] * keV; + R_bin += row[s2_bin]*dRdE(E, DM, DM_distr); + } +} + void DM_Detector_Ionization::Use_PE_Threshold(double S2mu, double S2sigma, unsigned int nPE_thr, unsigned int nPE_max) { Initialize_Poisson(); diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 77b7a11..0397a8f 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -225,7 +225,7 @@ DM_Detector_Ionization_ER PandaX_4T_S2_ER() std::string target_name = "Xe"; double exposure = 550 * kg * day; std::vector observed_event_bins = {680, 280, 260, 140, 220, 240, 280}; - std::vector S2_bin_ranges = {70, 90, 110, 130, 150, 170, 190, 200}; + std::vector S2_bin_ranges = {60, 80, 100, 120, 140, 160, 180, 200}; std::string PE_response = PROJECT_DIR "data/PandaX4T/s2_response_er.csv"; DM_Detector_Ionization_ER detector("PandaX-4T_S2", exposure, target_name); From ede498fd9af9054084d487b7caac5a019110d44d Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Thu, 14 Dec 2023 17:23:11 +0100 Subject: [PATCH 18/28] Bug --- src/Direct_Detection_Ionization.cpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index 7706f5e..8f2efba 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -369,6 +369,7 @@ double DM_Detector_Ionization::R_S2(unsigned int S2, const DM_Particle& DM, DM_D double E = row[1] * keV; R_bin += row[s2_bin]*dRdE(E, DM, DM_distr); } + return R_bin; } void DM_Detector_Ionization::Use_PE_Threshold(double S2mu, double S2sigma, unsigned int nPE_thr, unsigned int nPE_max) From 9561d072ccda09e14d5e177699f9e94c5037ae6c Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 16:01:40 +0100 Subject: [PATCH 19/28] Finished PandaX 4T --- src/Experiments.cpp | 26 ++++++++++++++++---------- 1 file changed, 16 insertions(+), 10 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 0397a8f..7349172 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -224,13 +224,16 @@ DM_Detector_Ionization_ER PandaX_4T_S2_ER() // Source: arXiv:2308.01540 std::string target_name = "Xe"; double exposure = 550 * kg * day; - std::vector observed_event_bins = {680, 280, 260, 140, 220, 240, 280}; - std::vector S2_bin_ranges = {60, 80, 100, 120, 140, 160, 180, 200}; - std::string PE_response = PROJECT_DIR "data/PandaX4T/s2_response_er.csv"; + std::vector observed_event_bins = {34, 14, 13, 7, 11, 12, 14}; + std::vector bkg_event_bins = {57.5609, 25.1404, 23.1201, 20.1953, 17.5385, 16.9677, 13.702}; + + // Here we assume that the PE response matches indentically to number of electrons + double ne_threshold = 4; DM_Detector_Ionization_ER detector("PandaX-4T_S2", exposure, target_name); - detector.Use_PE_Bins(PE_response, S2_bin_ranges); + detector.Use_Electron_Bins(ne_threshold, 7); detector.Set_Observed_Events(observed_event_bins); + detector.Set_Expected_Background(bkg_event_bins); return detector; } @@ -450,15 +453,18 @@ DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() // Source: arXiv:2308.01540 std::string target_name = "Xe"; double exposure = 550 * kg * day; - std::vector observed_event_bins = {680, 280, 260, 140, 220, 240, 280}; - std::vector S2_bin_ranges = {70, 90, 110, 130, 150, 170, 190, 200}; - std::string PE_response = PROJECT_DIR "data/PandaX4T/s2_response_er.csv"; + std::vector observed_event_bins = {34, 14, 13, 7, 11, 12, 14}; + std::vector bkg_event_bins = {57.5609, 25.1404, 23.1201, 20.1953, 17.5385, 16.9677, 13.702}; + + // Here we assume that the PE response matches indentically to number of electrons + double ne_threshold = 4; - DM_Detector_Ionization_Migdal detector("PandaX-4T_S2", exposure, target_name); - detector.Use_PE_Bins(PE_response, S2_bin_ranges); + DM_Detector_Ionization_ER detector("PandaX-4T_S2", exposure, target_name); + detector.Use_Electron_Bins(ne_threshold, 7); detector.Set_Observed_Events(observed_event_bins); + detector.Set_Expected_Background(bkg_event_bins); - return detector; + return detector; } DM_Detector_Ionization_Migdal LZ_S2_Migdal() From 12d3eb6f060a7090af2630f99f47b5e143516726 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 16:04:45 +0100 Subject: [PATCH 20/28] Bug --- src/Experiments.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 7349172..9b2098e 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -459,7 +459,7 @@ DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() // Here we assume that the PE response matches indentically to number of electrons double ne_threshold = 4; - DM_Detector_Ionization_ER detector("PandaX-4T_S2", exposure, target_name); + DM_Detector_Ionization_Migdal detector("PandaX-4T_S2", exposure, target_name); detector.Use_Electron_Bins(ne_threshold, 7); detector.Set_Observed_Events(observed_event_bins); detector.Set_Expected_Background(bkg_event_bins); From 45b2951ecfa6f47f6e8a45827afcb31632319fba Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 16:05:05 +0100 Subject: [PATCH 21/28] Removed unnecessary energy response functions --- .../obscura/Direct_Detection_Ionization.hpp | 5 -- src/Direct_Detection_Ionization.cpp | 78 ++----------------- 2 files changed, 7 insertions(+), 76 deletions(-) diff --git a/include/obscura/Direct_Detection_Ionization.hpp b/include/obscura/Direct_Detection_Ionization.hpp index 67e98fc..4b794db 100644 --- a/include/obscura/Direct_Detection_Ionization.hpp +++ b/include/obscura/Direct_Detection_Ionization.hpp @@ -35,12 +35,8 @@ class DM_Detector_Ionization : public DM_Detector bool using_S2_threshold; // (b) Binned Poisson: PE bins (S2) bool using_S2_bins; - // Using either electron or energy response function - bool using_electron_response, using_energy_response; - std::vector> Energy_Response_PE; std::vector S2_bin_ranges; double R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector electron_spectrum = {}); - double R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response); std::vector DM_Signals_PE_Bins(const DM_Particle& DM, DM_Distribution& DM_distr); public: @@ -73,7 +69,6 @@ class DM_Detector_Ionization : public DM_Detector double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, double W, const Nucleus& nucleus, Atomic_Electron& shell, std::vector electron_spectrum = {}); double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, Atom& atom, std::vector electron_spectrum = {}); double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector electron_spectrum = {}); - double R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response); // (a) Poisson: PE threshold (S2) void Use_PE_Threshold(double S2mu, double S2sigma, unsigned int nPE_thr, unsigned int nPE_max); diff --git a/src/Direct_Detection_Ionization.cpp b/src/Direct_Detection_Ionization.cpp index 8f2efba..5a147de 100644 --- a/src/Direct_Detection_Ionization.cpp +++ b/src/Direct_Detection_Ionization.cpp @@ -77,22 +77,6 @@ double DM_Detector_Ionization::R_S2_Bin(unsigned int S2_1, unsigned int S2_2, co return R; } -double DM_Detector_Ionization::R_S2_Bin(unsigned int S2_1, unsigned int S2_2, const DM_Particle& DM, DM_Distribution& DM_distr, std::vector>& energy_response) -{ - double R = 0.0; - for(unsigned int PE = S2_1; PE <= S2_2; PE++) - { - double PE_eff = 1.0; - if(Trigger_Efficiency_PE.empty() == false) - PE_eff *= Trigger_Efficiency_PE[PE - 1]; - if(Acceptance_Efficiency_PE.empty() == false) - PE_eff *= Acceptance_Efficiency_PE[PE - 1]; - R += PE_eff * R_S2(PE, DM, DM_distr, energy_response); - } - return R; -} - - std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle& DM, DM_Distribution& DM_distr) { if(!using_S2_bins) @@ -100,7 +84,7 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle&,DM_Distribution&): Not using PE bins." << std::endl; std::exit(EXIT_FAILURE); } - else if(using_electron_response) + else { // Precompute the electron spectrum to speep up the computation of the S2 spectrum std::vector electron_spectrum; @@ -115,30 +99,15 @@ std::vector DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle } return signals; } - else if(using_energy_response) - { - std::vector signals; - for(unsigned int bin = 0; bin < number_of_bins; bin++) - { - double R_bin = R_S2_Bin(S2_bin_ranges[bin], S2_bin_ranges[bin + 1] - 2, DM, DM_distr, Energy_Response_PE); - signals.push_back(bin_efficiencies[bin] * exposure * R_bin); - } - return signals; - } - else - { - std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::DM_Detector_Ionization::DM_Signals_PE_Bins(const DM_Particle&,DM_Distribution&): Not using response function." << std::endl; - std::exit(EXIT_FAILURE); - } } DM_Detector_Ionization::DM_Detector_Ionization(std::string label, double expo, std::string target_particle, std::string atom) -: DM_Detector(label, expo, target_particle), atomic_targets({atom}), relative_mass_fractions({1.0}), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false), using_electron_response(false), using_energy_response(false) +: DM_Detector(label, expo, target_particle), atomic_targets({atom}), relative_mass_fractions({1.0}), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false) { } DM_Detector_Ionization::DM_Detector_Ionization(std::string label, double expo, std::string target_particle, std::vector atoms, std::vector mass_fractions) -: DM_Detector(label, expo, target_particle), relative_mass_fractions(mass_fractions), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false), using_electron_response(false), using_energy_response(false) +: DM_Detector(label, expo, target_particle), relative_mass_fractions(mass_fractions), ne_threshold(3), ne_max(100), using_electron_threshold(false), using_electron_bins(false), PE_threshold(0), PE_max(0), S2_mu(0.0), S2_sigma(0.0), using_S2_threshold(false), using_S2_bins(false) { for(auto& atom_name : atoms) @@ -359,19 +328,6 @@ double DM_Detector_Ionization::R_S2(unsigned int S2, const DM_Particle& DM, DM_D return R_S2_aux(S2, S2_mu, S2_sigma, electron_spectrum); } -double DM_Detector_Ionization::R_S2(unsigned int S2, const DM_Particle& DM, DM_Distribution &DM_distr, std::vector>& energy_response) -{ - unsigned int s2_bin = 2 + S2 - S2_bin_ranges[0]; - - double R_bin = 0; - for(auto &row : energy_response) - { - double E = row[1] * keV; - R_bin += row[s2_bin]*dRdE(E, DM, DM_distr); - } - return R_bin; -} - void DM_Detector_Ionization::Use_PE_Threshold(double S2mu, double S2sigma, unsigned int nPE_thr, unsigned int nPE_max) { Initialize_Poisson(); @@ -422,23 +378,12 @@ void DM_Detector_Ionization::Use_PE_Bins(double S2mu, double S2sigma, const std: { Initialize_Binned_Poisson(bin_ranges.size() - 1); using_S2_bins = true; - using_electron_response = true; S2_mu = S2mu; S2_sigma = S2sigma; S2_bin_ranges = bin_ranges; } -void DM_Detector_Ionization::Use_PE_Bins(const std::string PE_response, const std::vector & bin_ranges) -{ - Initialize_Binned_Poisson(bin_ranges.size() - 1); - using_S2_bins = true; - using_energy_response = true; - - Energy_Response_PE = libphysica::Import_Table(PE_response, {}, 1); - S2_bin_ranges = bin_ranges; -} - void DM_Detector_Ionization::Print_Summary(int MPI_rank) const { Print_Summary_Base(); @@ -451,19 +396,10 @@ void DM_Detector_Ionization::Print_Summary(int MPI_rank) const << "\tPE (S2) bins:\t\t" << (using_S2_bins ? "[x]" : "[ ]") << std::endl; if(using_S2_bins || using_S2_threshold) { - if(using_electron_response) - { - std::cout << "\tmu_PE:\t\t" << S2_mu << std::endl - << "\tsigma_PE:\t" << S2_sigma << std::endl - << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl - << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; - } - if(using_energy_response) - { - std::cout << "\tImported energy response PE:\t\t" << (Energy_Response_PE.empty() ? "[ ]" : "[x]") << std::endl - << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl - << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; - } + std::cout << "\tmu_PE:\t\t" << S2_mu << std::endl + << "\tsigma_PE:\t" << S2_sigma << std::endl + << "\tImported trigger efficiencies:\t" << (Trigger_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl + << "\tImported acc. efficiencies:\t" << (Acceptance_Efficiency_PE.empty() ? "[ ]" : "[x]") << std::endl; if(using_S2_bins) { std::cout << "\n\t\tBin\tBin range [S2]" << std::endl; From 093e3e7c131b2ded5a5eb4103e3026d0394aa786 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 16:05:41 +0100 Subject: [PATCH 22/28] Removed PandaX unused data --- data/PandaX4T/s2_response_er.csv | 101 ------------------------------- 1 file changed, 101 deletions(-) delete mode 100644 data/PandaX4T/s2_response_er.csv diff --git a/data/PandaX4T/s2_response_er.csv b/data/PandaX4T/s2_response_er.csv deleted file mode 100644 index e5ae10d..0000000 --- a/data/PandaX4T/s2_response_er.csv +++ /dev/null @@ -1,101 +0,0 @@ -nxbin energy_bin_center/keV s2_bin_1 s2_bin_2 s2_bin_3 s2_bin_4 s2_bin_5 s2_bin_6 s2_bin_7 s2_bin_8 s2_bin_9 s2_bin_10 s2_bin_11 s2_bin_12 s2_bin_13 s2_bin_14 s2_bin_15 s2_bin_16 s2_bin_17 s2_bin_18 s2_bin_19 s2_bin_20 s2_bin_21 s2_bin_22 s2_bin_23 s2_bin_24 s2_bin_25 s2_bin_26 s2_bin_27 s2_bin_28 s2_bin_29 s2_bin_30 s2_bin_31 s2_bin_32 s2_bin_33 s2_bin_34 s2_bin_35 s2_bin_36 s2_bin_37 s2_bin_38 s2_bin_39 s2_bin_40 s2_bin_41 s2_bin_42 s2_bin_43 s2_bin_44 s2_bin_45 s2_bin_46 s2_bin_47 s2_bin_48 s2_bin_49 s2_bin_50 s2_bin_51 s2_bin_52 s2_bin_53 s2_bin_54 s2_bin_55 s2_bin_56 s2_bin_57 s2_bin_58 s2_bin_59 s2_bin_60 s2_bin_61 s2_bin_62 s2_bin_63 s2_bin_64 s2_bin_65 s2_bin_66 s2_bin_67 s2_bin_68 s2_bin_69 s2_bin_70 s2_bin_71 s2_bin_72 s2_bin_73 s2_bin_74 s2_bin_75 s2_bin_76 s2_bin_77 s2_bin_78 s2_bin_79 s2_bin_80 s2_bin_81 s2_bin_82 s2_bin_83 s2_bin_84 s2_bin_85 s2_bin_86 s2_bin_87 s2_bin_88 s2_bin_89 s2_bin_90 s2_bin_91 s2_bin_92 s2_bin_93 s2_bin_94 s2_bin_95 s2_bin_96 s2_bin_97 s2_bin_98 s2_bin_99 s2_bin_100 s2_bin_101 s2_bin_102 s2_bin_103 s2_bin_104 s2_bin_105 s2_bin_106 s2_bin_107 s2_bin_108 s2_bin_109 s2_bin_110 s2_bin_111 s2_bin_112 s2_bin_113 s2_bin_114 s2_bin_115 s2_bin_116 s2_bin_117 s2_bin_118 s2_bin_119 s2_bin_120 s2_bin_121 s2_bin_122 s2_bin_123 s2_bin_124 s2_bin_125 s2_bin_126 s2_bin_127 s2_bin_128 s2_bin_129 s2_bin_130 s2_bin_131 s2_bin_132 s2_bin_133 s2_bin_134 s2_bin_135 s2_bin_136 s2_bin_137 s2_bin_138 s2_bin_139 s2_bin_140 -1 0.005 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -2 0.015 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -3 0.025 1.12E-05 0 1.12E-05 5.60E-06 1.68E-05 0 1.68E-05 5.60E-06 1.12E-05 0 5.60E-06 0 5.60E-06 5.60E-06 0 0 0 0 0 0 0 1.12E-05 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -99 0.985 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 -100 0.995 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5.60E-06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 From e190e3294923c140180858bc39e8431cd5b3f02c Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 18:21:07 +0100 Subject: [PATCH 23/28] Removed unused declaration --- include/obscura/Direct_Detection_Ionization.hpp | 1 - 1 file changed, 1 deletion(-) diff --git a/include/obscura/Direct_Detection_Ionization.hpp b/include/obscura/Direct_Detection_Ionization.hpp index 4b794db..78fb4f0 100644 --- a/include/obscura/Direct_Detection_Ionization.hpp +++ b/include/obscura/Direct_Detection_Ionization.hpp @@ -76,7 +76,6 @@ class DM_Detector_Ionization : public DM_Detector void Import_Acceptance_Efficiency_PE(std::string filename); // (b) Binned Poisson: PE bins (S2) void Use_PE_Bins(double S2mu, double S2sigma, const std::vector& bin_ranges); - void Use_PE_Bins(const std::string PE_response, const std::vector & bin_ranges); virtual void Print_Summary(int MPI_rank = 0) const override; }; From 94c3d8e7fea9a773227bf9f4c46a19bde1bb395f Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 19:01:23 +0100 Subject: [PATCH 24/28] Disabled LZ as we cannot implement it --- src/Experiments.cpp | 32 ++++++++++++++------------------ 1 file changed, 14 insertions(+), 18 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 9b2098e..da737ef 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -240,16 +240,16 @@ DM_Detector_Ionization_ER PandaX_4T_S2_ER() DM_Detector_Ionization_ER LZ_S2_ER() { - // Source: 2307.15753 - // TODO: WIP - std::string target_name = "Xe"; - double exposure = 330000 * kg * day; - unsigned int ne_threshold = 0; - std::vector observed_event_bins = {}; + // Source: arXiv:2307.15753 + std::string target_name = "Ar"; + double exposure = 550 * kg * day; DM_Detector_Ionization_ER detector("LZ_S2", exposure, target_name); - detector.Use_Electron_Bins(ne_threshold, 0); - detector.Set_Observed_Events(observed_event_bins); + + //TODO : There is not enough info in the experiment to reproduce the S1-S2 signal + + std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::LZ_S2_Migdal(): Not implemented." << std::endl; + std::exit(EXIT_FAILURE); return detector; } @@ -469,20 +469,16 @@ DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() DM_Detector_Ionization_Migdal LZ_S2_Migdal() { - // Source: arXiv: - //TODO :WIP + // Source: arXiv:2307.15753 std::string target_name = "Ar"; double exposure = 550 * kg * day; - std::vector observed_event_bins = {246, 90, 80, 60, 40, 91, 50, 20, 70, 40, 110, 10, 50, 90}; - double muPE = 33.0; - double sigPE = 7.0; - std::vector S2_bin_ranges = {70, 80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200}; -// std::string trigger_efficiency = PROJECT_DIR "data/XENON1Te/XENON1T_TotalEfficiency.txt"; DM_Detector_Ionization_Migdal detector("LZ_S2", exposure, target_name); - detector.Use_PE_Bins(muPE, sigPE, S2_bin_ranges); - detector.Set_Observed_Events(observed_event_bins); -// detector.Import_Trigger_Efficiency_PE(trigger_efficiency); + + //TODO : There is not enough info in the experiment to reproduce the S1-S2 signal + + std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::LZ_S2_Migdal(): Not implemented." << std::endl; + std::exit(EXIT_FAILURE); return detector; } From 53125ee97b0df3ae3af39e4941997b4f9bf44a0f Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 19:26:41 +0100 Subject: [PATCH 25/28] Cleaned up comments and added data for DAMICM --- src/Experiments.cpp | 24 +++--------------------- 1 file changed, 3 insertions(+), 21 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index da737ef..f262b72 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -192,29 +192,11 @@ DM_Detector_Ionization_ER DarkSide50_S2_ER_2023() double exposure = 12306 * kg * day; unsigned int ne_threshold = 4; // Digitised from Figure 1 (x Ne x 0.25 x exposure) - //std::vector observed_event_bins = {92, 76, 90, 65, 96, 95, 108, 101, 124, 117, 128, 114, 111, 104, 139, \ - 162, 155, 131, 171, 152, 152, 233, 242, 180, 201, 262, 278, 261, 254, \ - 224, 294, 319, 288, 280, 331, 321, 367, 450, 448, 428, 425, 438, 463, \ - 443, 516, 469, 459, 599, 672, 580, 604, 606, 585, 640, 559, 666, 612, \ - 729, 837, 614, 654, 819, 861, 872, 830}; std::vector observed_event_bins = {298, 372, 456, 488, 583, 775, 965, 1053, 1182, 1644, 1723, 1992, \ 2408, 2397, 2735, 3139, 3366}; - // Digitise bkg from Figure 1 (x 0.25 x exposure) - // TODO: not used because it causes upwards fluctuations - std::vector bkg_bins = {15.3809, 16.1617, 16.363, 16.7732, 17.1937, 17.4078, 17.4078, \ - 17.6247, 17.8442, 18.0665, 18.7501, 18.9836, 18.9836, 19.2201, \ - 19.7019, 19.7019, 20.4474, 20.4474, 20.96, 21.221, 22.024, 22.2983, \ - 22.5761, 23.4303, 23.4303, 24.6197, 24.0176, 24.6197, 24.9264, \ - 25.5512, 26.8483, 26.518, 27.5214, 27.1828, 27.8642, 28.9185, \ - 29.2787, 29.6434, 30.3865, 30.3865, 30.765, 31.1482, 31.929, 32.7294, \ - 32.7294, 32.7294, 33.9678, 33.1371, 34.8193, 34.8193, 35.2531, \ - 35.6922, 35.2531, 36.1368, 37.0427, 36.5869, 37.9712, 38.4442, \ - 38.9231, 38.4442, 39.4079, 39.8988, 40.3958, 40.3958, 41.9243}; DM_Detector_Ionization_ER detector("DarkSide-50_S2_2023", exposure, target_name); - //detector.Use_Electron_Bins(ne_threshold, 65, 0.25); detector.Use_Electron_Bins(ne_threshold, 17); detector.Set_Observed_Events(observed_event_bins); - //detector.Set_Expected_Background(bkg_bins); return detector; } @@ -345,11 +327,11 @@ DM_Detector_Crystal DAMIC_M_2023() // Source: arXiv:2302.02372 double DAMIC_M_exposure = 85.23 * gram * day; unsigned int DAMIC_M_Q_threshold = 1; - unsigned int DAMIC_M_bins = 5; - // TODO: DAMIC does not provide this, ask the collaboration - std::vector DAMIC_M_observed_events = {}; + unsigned int DAMIC_M_N_bins = 3; + std::vector DAMIC_M_observed_events = {4216354, 11345, 19}; DM_Detector_Crystal detector("DAMIC-M_2023", DAMIC_M_exposure, "Si"); + detector.Use_Q_Bins(DAMIC_M_Q_threshold, DAMIC_M_N_bins); detector.Set_Observed_Events(DAMIC_M_observed_events); return detector; From 9466c66be5f1e7796cbb409ce4ca352568a3e7eb Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Fri, 15 Dec 2023 23:29:39 +0100 Subject: [PATCH 26/28] Scale DAMIC exposure --- src/Experiments.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index f262b72..83a7461 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -325,7 +325,8 @@ DM_Detector_Crystal CDMS_HVeV_2020() DM_Detector_Crystal DAMIC_M_2023() { // Source: arXiv:2302.02372 - double DAMIC_M_exposure = 85.23 * gram * day; + // Paper only reports 40% of the data, so scale exposure accordingly + double DAMIC_M_exposure = 0.4 * 85.23 * gram * day; unsigned int DAMIC_M_Q_threshold = 1; unsigned int DAMIC_M_N_bins = 3; std::vector DAMIC_M_observed_events = {4216354, 11345, 19}; From 4569530784a882141ae9a325235da7d0608b68b0 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Mon, 22 Jan 2024 13:52:01 +0100 Subject: [PATCH 27/28] Fixed bug in Migdal and comment in LZ error --- src/Direct_Detection_Migdal.cpp | 6 +++--- src/Experiments.cpp | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/src/Direct_Detection_Migdal.cpp b/src/Direct_Detection_Migdal.cpp index 3de232b..2182cff 100644 --- a/src/Direct_Detection_Migdal.cpp +++ b/src/Direct_Detection_Migdal.cpp @@ -9,11 +9,11 @@ namespace obscura { using namespace libphysica::natural_units; -double vMinimal_Migdal(double ER, double Ee, double mDM, double mN) +double vMinimal_Migdal(double ER, double Ee, double mDM, double mN, double binding_energy) { //eq 5 of https://arxiv.org/pdf/1711.09906.pdf double mu = libphysica::Reduced_Mass(mDM, mN); - return sqrt(mN * ER / 2.0 / mu / mu) + Ee / sqrt(2.0 * mN * ER); + return sqrt(mN * ER / 2.0 / mu / mu) + (Ee + binding_energy) / sqrt(2.0 * mN * ER); } double dRdEe_Ionization_Migdal(double Ee, const DM_Particle& DM, DM_Distribution& DM_distr, const Isotope& isotope, Atomic_Electron& shell) @@ -21,7 +21,7 @@ double dRdEe_Ionization_Migdal(double Ee, const DM_Particle& DM, DM_Distribution double NT = 1.0 / isotope.mass; std::function ER_integrand = [Ee, &DM, &DM_distr, &isotope, &shell](double ER) { - double vMin = (ER > 0) ? vMinimal_Migdal(ER, Ee, DM.mass, isotope.mass) : 1.0e-20 * cm / sec; + double vMin = (ER > 0) ? vMinimal_Migdal(ER, Ee, DM.mass, isotope.mass, shell.binding_energy) : 1.0e-20 * cm / sec; if(vMin >= DM_distr.Maximum_DM_Speed()) return 0.0; if(DM.DD_use_eta_function && DM_distr.DD_use_eta_function) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index 83a7461..a95302c 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -230,7 +230,7 @@ DM_Detector_Ionization_ER LZ_S2_ER() //TODO : There is not enough info in the experiment to reproduce the S1-S2 signal - std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::LZ_S2_Migdal(): Not implemented." << std::endl; + std::cerr << libphysica::Formatted_String("Error", "Red", true) << " in obscura::LZ_S2_ER(): Not implemented." << std::endl; std::exit(EXIT_FAILURE); return detector; From 32159c7cdb9b36d8d90bde41483fd585fc217e56 Mon Sep 17 00:00:00 2001 From: Tomas Gonzalo Date: Tue, 23 Jan 2024 15:59:15 +0100 Subject: [PATCH 28/28] Fixed bug in PandaX --- src/Experiments.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/Experiments.cpp b/src/Experiments.cpp index a95302c..6034e2f 100644 --- a/src/Experiments.cpp +++ b/src/Experiments.cpp @@ -205,7 +205,7 @@ DM_Detector_Ionization_ER PandaX_4T_S2_ER() { // Source: arXiv:2308.01540 std::string target_name = "Xe"; - double exposure = 550 * kg * day; + double exposure = 550 * kg * year; std::vector observed_event_bins = {34, 14, 13, 7, 11, 12, 14}; std::vector bkg_event_bins = {57.5609, 25.1404, 23.1201, 20.1953, 17.5385, 16.9677, 13.702}; @@ -435,7 +435,7 @@ DM_Detector_Ionization_Migdal PandaX_4T_S2_Migdal() { // Source: arXiv:2308.01540 std::string target_name = "Xe"; - double exposure = 550 * kg * day; + double exposure = 550 * kg * year; std::vector observed_event_bins = {34, 14, 13, 7, 11, 12, 14}; std::vector bkg_event_bins = {57.5609, 25.1404, 23.1201, 20.1953, 17.5385, 16.9677, 13.702};