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liyix authored Oct 8, 2024
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Expand Up @@ -121,30 +121,24 @@ Proceedings of the 19th International Conference on Mobility, Sensing and Networ
- *2022.06 - now*, [Department of Computer Science and Engineering](https://cs.seu.edu.cn/main.htm), [Southeast University](https://www.seu.edu.cn/).
- *2018.09 - 2022.06*, [Department of Computer Science](https://cs.njupt.edu.cn/), [Nanjing University of Posts and Telecommunications](https://www.njupt.edu.cn/).

# 💻 Internships
- *2024.08 -2025.01*, [Noah’s Ark Lab](https://www.noahlab.com.hk/#/home), Huawei Technologies, Shenzhen, China.
Advisored by Jiahui Duan and Xiongwei Han, I am deeply grateful to collaborate with them and receive their guidance.

# 💼 Projects
- *2023.01 - 2025.06*, **Data and Knowledge-Driven Optimization Problem Strategies**
*[Huawei](https://www.huawei.com/) Technologies Co., Ltd., Shenzhen, China*
- Developed a solver acceleration method based on parsimonious model for large-scale (integer) linear programming, predicted integers and identified active constraints to reduce the number of redundant constraints for a rapid solution.
- Reduced solution time 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 - 2023.12*, **DRL Based Data Center Cooling System Optimization**
*[China Mobile](https://10086.cn/) Communications Group Co.,Ltd, Wuxi, China*
- Trained a thermodynamic model of the cooling system using GNN and the relationship of the units.
- Designed a DRL-based control algorithm for data center cooling systems by DDPG combined with imitation learning.
- Test results showed a total power usage effectiveness (PUE) reduction of 35% compared to the original scheme, successfully deployed at the China Mobile Wuxi Data Center.

- *2020.03 - 2020.09*, **Multi-Agent Coordinated RL Based Traffic Signal Control**
*China Computer Federation (CCF)-Tencent Fund, Nanjing, China*
- Established a value function between agents to explicitly quantify the impact of neighbours.
- Utilized a message-passing algorithm based on relational collaboration graphs for decision making.
- Designed an efficient Shapley value decomposition reward function based on local interaction structures to promote cooperation. Contributed to three EI-indexed conference papers.

- *2020.01 - 2022.06*, **Anomaly Detection and Root Cause Localization in Intelligent Operations**
*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 accepted by SCI-JCR Q2/Q3 journals.

# 💻 Internships
- *2024.08 -2025.01*, [Noah’s Ark Lab](https://www.noahlab.com.hk/#/home), Huawei Technologies, Shenzhen, China.
Advisored by Jiahui Duan and Xiongwei Han, I am deeply grateful to collaborate with them and receive their guidance.


# ⚽ Personality and Interests
- Enjoy teamwork!
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