From 3a34fe439f81797487687d69700b6b5cd51a5a20 Mon Sep 17 00:00:00 2001 From: liyix <48178904+liyix@users.noreply.github.com> Date: Fri, 5 Apr 2024 11:59:43 +0800 Subject: [PATCH] Update about.md --- _pages/about.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/_pages/about.md b/_pages/about.md index 54f040c06b7..41996e926a9 100644 --- a/_pages/about.md +++ b/_pages/about.md @@ -80,17 +80,17 @@ Proceedings of the 19th International Conference on Mobility, Sensing and Networ - *2018.09 - 2022.06*, [Department of Computer Science](https://cs.njupt.edu.cn/), [Nanjing University of Posts and Telecommunications](https://www.njupt.edu.cn/). # 📈 Projects -- *2023.01 - 2023.07*, **Accelerating Large-Scale Supply Chain Problem Solving** - *Huawei Technologies Co., Ltd., Shenzhen, China* +- *2023.01 - 2023.07*, **Accelerating Large-Scale Supply Chain Problem Solving** + *[Huawei](https://www.huawei.com/) Technologies Co., Ltd., Shenzhen, China* - As the only student member, developed a solver acceleration method based on problem reduction for large-scale (integer) linear programming, predited interges and identified active constraints to reduce the number of redundant constraints for rapid solution. - Reduced solution times to milliseconds on Huawei's supply chain scheduling instances while ensuring 99% fidelity. - By integrating the solver's warm start technology, achieved over ten times speed improvement on average compared to CPLEX under the same solution gap, winning the Huawei Spark Award - Value Prize. -- *2022.09 - 2022.12*, **Optimization of Data Center Cooling System** - *China Mobile Communications Group Co.,Ltd, Wuxi, China* +- *2022.09 - 2022.12*, **Optimization of Data Center Cooling System** + *[China Mobile](https://10086.cn/) Communications Group Co.,Ltd, Wuxi, China* - Designed a DRL-based control algorithm for data center cooling systems. Trained a thermodynamic model of the cooling system using GNN and employed DDPG combined with imitation learning to train cooling system control strategies. - Tests showed a total power usage effectiveness (PUE) reduction of 35% compared to the original scheme, successfully deployed at the China Mobile Wuxi Data Center. - *2020.06 - 2022.06*, **Anomaly Detection and Root Cause Localization in Intelligent Operations** - *State Key Laboratory of Smart Grid Protection and Operation Control, NARI Group, Nanjing, China* + *State Key Laboratory of Smart Grid Protection and Operation Control, [NARI](http://www.sgepri.sgcc.com.cn/) Group, Nanjing, China* - Designed a suite of anomaly detection algorithms based on statistical modeling, machine learning, and deep learning for multivariate time series anomaly detection. Techniques applied include GNN, Transformer, GAN, Mask, etc. - Contributed to two papers and one patent, with both papers being accepted by SCI-JCR Q2 journals.