From 0a7e0eb7af878988440cc7847ae18e0684364a69 Mon Sep 17 00:00:00 2001 From: ptrscll Date: Mon, 17 Jun 2024 14:21:11 -0400 Subject: [PATCH 1/5] Tried optimizing for average of normalized MSEs --- results/initial_norm_exp.txt | 39 ++++++++++++++++++++ scripts/error_functions.R | 41 +++++++++++++++++++-- scripts/initial_norm_exp.R | 69 ++++++++++++++++++++++++++++++++++++ scripts/major_functions.R | 31 +++++++++------- 4 files changed, 165 insertions(+), 15 deletions(-) create mode 100644 results/initial_norm_exp.txt create mode 100644 scripts/initial_norm_exp.R diff --git a/results/initial_norm_exp.txt b/results/initial_norm_exp.txt new file mode 100644 index 0000000..69d42ad --- /dev/null +++ b/results/initial_norm_exp.txt @@ -0,0 +1,39 @@ +parameters values +beta 0.732 +q10_rh 2.64 +diff 2.4 + +Objective Function Value: 0.00173 + +CO2 MSE: 58.5 +T MSE: 0.0651 +RMSE: 7.65 + +***Key Metrics*** +TCRE: 1.53 +TCR: 1.76 + +***Historical Warming and ERF*** +GSAT Warming: 0.633 +Ocean Heat Content Change: 423 +Total Aerosol ERF: -1.24 +WMGHG ERF: 3.63 +Methane ERF: 0.538 + +***Future Warming*** +scenario start end GSAT +ssp119 2021 2040 0.694 +ssp119 2041 2060 0.842 +ssp119 2081 2100 0.693 +ssp126 2021 2040 0.709 +ssp126 2041 2060 1.02 +ssp126 2081 2100 1.05 +ssp245 2021 2040 0.715 +ssp245 2041 2060 1.23 +ssp245 2081 2100 1.9 +ssp370 2021 2040 0.725 +ssp370 2041 2060 1.37 +ssp370 2081 2100 2.86 +ssp585 2021 2040 0.842 +ssp585 2041 2060 1.68 +ssp585 2081 2100 3.71 diff --git a/scripts/error_functions.R b/scripts/error_functions.R index 6fc18a1..93639fd 100644 --- a/scripts/error_functions.R +++ b/scripts/error_functions.R @@ -33,6 +33,19 @@ rmse <- function(x, y) { return(sqrt(mse(x, y))) } +# nmse - function to find normalized mean squared error between two vectors +# (NMSE = MSE / x^2) +# +# args: +# x - observed values +# y - predicted values +# +# returns: numeric vector length 1 containing the NMSE between predicted and +# observed values +nmse <- function(x, y) { + return(mse(x, y) / sum(x^2)) +} + # get_var_mse: function to find MSE between observed and predicted data for # a given variable @@ -42,16 +55,17 @@ rmse <- function(x, y) { # hector_data - data frame outputted by Hector # var - variable name # yrs - vector of years for finding MSE +# mse_fn - function to calculate mse with (default = mse) # # Returns: MSE between predicted and observed data for var -get_var_mse <- function(obs_data, hector_data, var, yrs) { +get_var_mse <- function(obs_data, hector_data, var, yrs, mse_fn = mse) { obs_vec <- filter(obs_data, year %in% yrs & variable == var)$value hector_vec <- filter(hector_data, year %in% yrs & variable == var)$value - return(mse(obs_vec, hector_vec)) + return(mse_fn(obs_vec, hector_vec)) } # mean_T_CO2_mse: function to find the mean of the temperature and CO2 MSEs @@ -72,5 +86,28 @@ mean_T_CO2_mse <- function(obs_data, hector_data) { var = CONCENTRATIONS_CO2(), yrs = c(1750, 1850:2014)) + return(mean(c(T_mse, CO2_mse))) +} + +# mean_T_CO2_nmse: function to find the mean of the temperature and CO2 NMSEs +# between observed and predicted data for a given variable +# +# args: +# obs_data - data frame of observed data formatted like Hector data frame +# hector_data - data frame outputted by Hector +# +# Returns: NMSE between predicted and observed data for var +mean_T_CO2_nmse <- function(obs_data, hector_data) { + T_mse <- get_var_mse(obs_data = obs_data, + hector_data = hector_data, + var = GMST(), + yrs = 1850:2014, + mse_fn = nmse) + CO2_mse <- get_var_mse(obs_data = obs_data, + hector_data = hector_data, + var = CONCENTRATIONS_CO2(), + yrs = c(1750, 1850:2014), + mse_fn = nmse) + return(mean(c(T_mse, CO2_mse))) } \ No newline at end of file diff --git a/scripts/initial_norm_exp.R b/scripts/initial_norm_exp.R new file mode 100644 index 0000000..75d1a5b --- /dev/null +++ b/scripts/initial_norm_exp.R @@ -0,0 +1,69 @@ +# Script to try normalizing the T and CO2 MSEs +# manuscript +# Author: Peter Scully +# Date: 6/13/24 + +### Constants and Imports ### + +# Importing libraries +library(hector) + +# Setting up file paths +COMP_DATA_DIR <- file.path(here::here(), "comparison_data") +SCRIPTS_DIR <- file.path(here::here(), "scripts") +RESULTS_DIR <- file.path(here::here(), "results") + +CO2_PATH <- file.path(COMP_DATA_DIR, + "Supplementary_Table_UoM_GHGConcentrations-1-1-0_annualmeans_v23March2017.csv") +TEMP_PATH <- + file.path(COMP_DATA_DIR, + "HadCRUT.5.0.2.0.analysis.summary_series.global.annual.csv") + +INI_FILE <- system.file("input/hector_ssp245.ini", package = "hector") +PARAMS <- c(BETA(), Q10_RH(), DIFFUSIVITY()) + +OUTPUT <- file.path(RESULTS_DIR, "initial_norm_exp.txt") + + +source(file.path(SCRIPTS_DIR, "major_functions.R")) + +### Getting observational data ### +co2_data <- get_co2_data(CO2_PATH) +temp_data <- get_temp_data(TEMP_PATH) +obs_data <- rbind(co2_data, temp_data) + +### Calling optim ### +best_pars <- run_optim(obs_data = obs_data, + ini_file = INI_FILE, + params = PARAMS, + lower = c(0.5 - 0.232, 2.2 - 0.44, 2.3 - 0.1), + upper = c(0.5 + 0.232, 2.2 + 0.44, 2.3 + 0.1), + yrs = 1750:2014, + vars = c(GMST(), CONCENTRATIONS_CO2()), + error_fn = mean_T_CO2_nmse, + method = "L-BFGS-B", + output_file = OUTPUT) + +### Outputting individual MSEs ### +hector_data <- run_hector(ini_file = INI_FILE, + params = PARAMS, + vals = best_pars, + yrs = 1750:2014, + vars = c(GMST(), CONCENTRATIONS_CO2())) + +T_mse <- get_var_mse(obs_data = obs_data, + hector_data = hector_data, + var = GMST(), + yrs = 1850:2014) +CO2_mse <- get_var_mse(obs_data = obs_data, + hector_data = hector_data, + var = CONCENTRATIONS_CO2(), + yrs = c(1750, 1850:2014)) + +write_metric("CO2 MSE:", CO2_mse, OUTPUT) +write_metric("T MSE: ", T_mse, OUTPUT) +write_metric("RMSE: ", sqrt(mean(CO2_mse, T_mse)), OUTPUT) # not 100% sure this is how we want to calculate this +write("", OUTPUT, append = TRUE) + +### Outputting table metrics ### +calc_table_metrics(PARAMS, best_pars, OUTPUT) \ No newline at end of file diff --git a/scripts/major_functions.R b/scripts/major_functions.R index 8a5b604..e53955e 100644 --- a/scripts/major_functions.R +++ b/scripts/major_functions.R @@ -53,12 +53,12 @@ get_co2_data <- function(file, scenario = "historical") { # Fixing table formatting co2_data <- na.omit(co2_data) colnames(co2_data) <- c("year", "value") - + # Adding in new columns to match Hector data frames co2_data$scenario <- scenario co2_data$variable <- CONCENTRATIONS_CO2() co2_data$units <- " ppmv CO2" - + return(co2_data) } @@ -74,18 +74,18 @@ get_co2_data <- function(file, scenario = "historical") { get_temp_data <- function(file, scenario = "historical", include_unc = F) { temp_data <- read.csv(file) colnames(temp_data) <- c("year", "value", "lower", "upper") - + # Adding in new columns to match Hector data frames temp_data$scenario <- scenario temp_data$variable <- GMST() temp_data$units <- "degC" - + # Removing upper and lower bounds, if desired if (!include_unc) { temp_data$lower <- NULL temp_data$upper <- NULL } - + return(temp_data) } @@ -317,7 +317,10 @@ objective_fn <- function(obs_data, ini_file, params, par, yrs, vars, error_fn, # params - vector of Hector parameters to modify # par - vector of initial values for params. Default is NULL, meaning # that Hector default parameters will be used as initial values -# sd - vector of standard derivs for par. Only used if using LBFGS-B +# sd - vector of standard derivs for par. Only used if using LBFGS-B. +# If NULL, use provided lower and upper bounds +# lower - lower bound for using LBFGS-B +# upper - upper bound for using LBFGS-B # yrs - year range to get Hector data from # vars - Hector variables to get data on # error_fn - function to calculate error between observed/predicted vals @@ -330,9 +333,9 @@ objective_fn <- function(obs_data, ini_file, params, par, yrs, vars, error_fn, # function value to given output file # # note: uses an error function from error_functions.R -run_optim <- function(obs_data, ini_file, params, par = NULL, sd = NULL, yrs, - vars, error_fn, include_unc = F, method = "Nelder-Mead", - output_file) { +run_optim <- function(obs_data, ini_file, params, par = NULL, sd = NULL, + lower = NULL, upper = NULL, yrs, vars, error_fn, + include_unc = F, method = "Nelder-Mead", output_file) { # Creating vector of default parameters if (is.null(par)) { default_core <- newcore(ini_file) @@ -352,8 +355,10 @@ run_optim <- function(obs_data, ini_file, params, par = NULL, sd = NULL, yrs, error_fn = error_fn, include_unc = include_unc) } else if (method == "L-BFGS-B") { - lower <- par - sd - upper <- par + sd + if (!is.null(sd)) { + lower <- par - sd + upper <- par + sd + } optim_output <- optim(par = par, fn = objective_fn, obs_data = obs_data, @@ -402,7 +407,7 @@ run_optim <- function(obs_data, ini_file, params, par = NULL, sd = NULL, yrs, # # returns: Nothing, but outputs table to given output file calc_table_metrics <- function(params, vals, output_file) { - + ### KEY METRICS ### ## Finding TCRE ## @@ -620,4 +625,4 @@ calc_table_metrics <- function(params, vals, output_file) { quote = FALSE, sep = "\t", row.names = FALSE) -} +} \ No newline at end of file From 2e91fb76ec1f19b916054701736e80c5c37b772a Mon Sep 17 00:00:00 2001 From: ptrscll Date: Mon, 17 Jun 2024 15:59:49 -0400 Subject: [PATCH 2/5] Plotted old/new parameterization results --- results/comparison_plots.jpeg | Bin 0 -> 824150 bytes 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Peter Scully +# Date: 6/13/24 + +### Constants and Imports ### + +# Importing libraries +library(hector) +library(ggplot2) + +# Setting up file paths +COMP_DATA_DIR <- file.path(here::here(), "comparison_data") +SCRIPTS_DIR <- file.path(here::here(), "scripts") +RESULTS_DIR <- file.path(here::here(), "results") + +CO2_PATH <- file.path(COMP_DATA_DIR, + "Supplementary_Table_UoM_GHGConcentrations-1-1-0_annualmeans_v23March2017.csv") +TEMP_PATH <- + file.path(COMP_DATA_DIR, + "HadCRUT.5.0.2.0.analysis.summary_series.global.annual.csv") + +INI_FILE <- system.file("input/hector_ssp245.ini", package = "hector") +PARAMS <- c(BETA(), Q10_RH(), DIFFUSIVITY()) + +OUTPUT <- file.path(RESULTS_DIR, "comparison_plots.jpeg") + + +source(file.path(SCRIPTS_DIR, "major_functions.R")) + +### Getting observational data ### +co2_data <- get_co2_data(CO2_PATH) +co2_data$lower <- co2_data$value +co2_data$upper <- co2_data$value + +temp_data <- get_temp_data(TEMP_PATH, include_unc = T) +temp_data <- filter(temp_data, year <= 2014) + +obs_data <- rbind(co2_data, temp_data) + +### Running Hector ### +default_data <- run_hector(ini_file = INI_FILE, + params = NULL, + vals = NULL, + yrs = 1750:2014, + vars = c(GMST(), CONCENTRATIONS_CO2())) +default_data$scenario <- "Hector - Default Fit" + +nmse_data <- run_hector(ini_file = INI_FILE, + params = PARAMS, + vals = c(0.732, 2.64, 2.4), + yrs = 1750:2014, + vars = c(GMST(), CONCENTRATIONS_CO2())) +nmse_data$scenario <- "Hector - Fit to NMSEs" + +hector_data <- rbind(default_data, nmse_data) +hector_data$lower <- hector_data$value +hector_data$upper <- hector_data$value + +comb_data <- rbind(obs_data, hector_data) + +ggplot(data = comb_data, aes(x = year, y = value, color = scenario)) + + geom_ribbon(data = + filter(comb_data, scenario == "historical" & variable == GMST()), + aes(ymin = lower, ymax = upper), + fill = 'aquamarine1', + color = NA) + + geom_line() + + facet_wrap(~ variable, scales = "free") + + ggtitle("Comparing 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facet_wrap(~ variable, scales = "free") + ggtitle("Comparing Parameterizations") -ggsave(OUTPUT, width = 9) \ No newline at end of file +ggsave(OUTPUT, width = 15) \ No newline at end of file From 844a63198a1104d98a47895945c9b7bac2d5d8ca Mon Sep 17 00:00:00 2001 From: ptrscll Date: Tue, 18 Jun 2024 11:29:02 -0400 Subject: [PATCH 4/5] Fixed issue with not testing get_var_mse --- tests/error_tests.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/error_tests.R b/tests/error_tests.R index 343dea6..70e29a5 100644 --- a/tests/error_tests.R +++ b/tests/error_tests.R @@ -64,5 +64,5 @@ get_var_mse_tests <- function() { } - -mse_tests() \ No newline at end of file +mse_tests() +get_var_mse_tests() \ No newline at end of file From 4edb6af961058c483149bb5dff9009f717f42fff Mon Sep 17 00:00:00 2001 From: ptrscll Date: Tue, 18 Jun 2024 11:41:17 -0400 Subject: [PATCH 5/5] updated CI tests to hopefully work --- .github/workflows/run-r-test.yml | 2 +- tests/error_tests.R | 16 ++++++---------- 2 files changed, 7 insertions(+), 11 deletions(-) diff --git a/.github/workflows/run-r-test.yml b/.github/workflows/run-r-test.yml index 7e378e6..232ba3b 100644 --- a/.github/workflows/run-r-test.yml +++ b/.github/workflows/run-r-test.yml @@ -23,7 +23,7 @@ jobs: - name: Install R packages run: | - Rscript -e 'install.packages(c("here", "assertthat"))' # Add any packages your script needs + Rscript -e 'install.packages(c("here", "assertthat", "dplyr"))' # Add any packages your script needs - name: Run R script run: | Rscript tests/error_tests.R diff --git a/tests/error_tests.R b/tests/error_tests.R index 70e29a5..937a1ea 100644 --- a/tests/error_tests.R +++ b/tests/error_tests.R @@ -4,6 +4,7 @@ source(here::here("scripts", "error_functions.R")) library(assertthat) +library(dplyr) # Confirming that mse works as expected mse_tests <- function() { @@ -35,32 +36,27 @@ get_var_mse_tests <- function() { assert_that(get_var_mse(obs_data, hect_data, var = "CO2_concentrations", - start = 2000, - end = 2015) == 0) + yrs = 2000:2015) == 0) assert_that(get_var_mse(obs_data, hect_data, var = "CO2_concentrations", - start = 2000, - end = 2000) == 0) + yrs = 2000) == 0) assert_that(get_var_mse(obs_data, hect_data, var = "GMST", - start = 2000, - end = 2000) == 1) + yrs = 2000) == 1) assert_that(get_var_mse(obs_data, hect_data, var = "GMST", - start = 2000, - end = 2001) == 0.5) + yrs = 2000:2001) == 0.5) assert_that(get_var_mse(obs_data, hect_data, var = "GMST", - start = 2000, - end = 2004) == 3) + yrs = 2000:2004) == 3) }