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This paper has delved into the pressing need for intelligent emergency control in large-scale power systems, which are experiencing significant transformations and are operating closer to their limits with more uncertainties. Learning-based…

Systems and Control · Electrical Eng. & Systems 2023-10-10 Qiuhua Huang , Renke Huang , Tianzhixi Yin , Sohom Datta , Xueqing Sun , Jason Hou , Jie Tan , Wenhao Yu , Yuan Liu , Xinya Li , Bruce Palmer , Ang Li , Xinda Ke , Marianna Vaiman , Song Wang , Yousu Chen

The paper presents accurate and simple dynamic model of a supercapacitor bank system for power system dynamics studies. The proposed model is derived from a detailed RC circuit representation. Furthermore, a complete control system of the…

Systems and Control · Electrical Eng. & Systems 2021-02-23 Matej Krpan , Igor Kuzle , Ana Radovanović , Jovica V. Milanović

The energy efficiency of neural processing units (NPU) is playing a critical role in developing sustainable data centers. Our study with different generations of NPU chips reveals that 30%-72% of their energy consumption is contributed by…

Hardware Architecture · Computer Science 2025-10-07 Yuqi Xue , Jian Huang

Microgrids are deployed to reduce purchased grid energy, limit exposure to volatile tariffs, and ensure service continuity during disturbances. This requires coordinating heterogeneous distributed energy resources across multiple time…

Multiagent Systems · Computer Science 2025-11-26 Jakub Muszyński , Ignacy Walużenicz , Patryk Zan , Zofia Wrona , Maria Ganzha , Marcin Paprzycki , Costin Bădică

Medium voltage direct-current based integrated power system is projected as one of the solutions for powering the all-electric ship. It faces significant challenges for accurately energizing advanced loads, especially the pulsed power load,…

Systems and Control · Computer Science 2018-01-18 Yusheng Luo , Sanjeev Srivastava , Manish Mohanpurkar , Svetomir Stevic , Rob Hovsapian

An increasing number of smart devices controlling loads opens a potential pathway for false data attacks which could alter the loads. The presence of energy storage with its ability to quickly respond to discrepancies in loads offers a…

Optimization and Control · Mathematics 2025-07-03 Satish Vedula , Koto Omiloli , Ayobami Olajube , Olugbenga Anubi

Nowadays, power imbalance happens more frequently due to the more integration of renewable energy sources. Energy storage is a kind of devices that can charge energy at one time and discharge energy at another time. This function makes that…

Systems and Control · Electrical Eng. & Systems 2019-07-11 Shuchang Yan

The dynamics of power grids are governed by a large number of nonlinear differential and algebraic equations (DAEs). To safely operate the system, operators need to check that the states described by these DAEs stay within prescribed limits…

Systems and Control · Electrical Eng. & Systems 2023-02-01 Wenqi Cui , Weiwei Yang , Baosen Zhang

The paradigm shift in the electric power grid necessitates a revisit of existing control methods to ensure the grid's security and resilience. In particular, the increased uncertainties and rapidly changing operational conditions in power…

Systems and Control · Electrical Eng. & Systems 2020-11-20 Thanh Long Vu , Sayak Mukherjee , Tim Yin , Renke Huang , and Jie Tan , Qiuhua Huang

Integrated with a high share of Inverter-Based Resources (IBRs), microgrids face increasing complexity of frequency dynamics, especially after unintentional islanding from the maingrid. These IBRs, on the other hand, provide more control…

Systems and Control · Electrical Eng. & Systems 2024-02-22 Zhongda Chu , Guoxuan Cui , Fei Teng

As the energy transition transforms power grids across the globe, it poses several challenges regarding grid design and control. In particular, high levels of intermittent renewable generation complicate the task of continuously balancing…

Optimization and Control · Mathematics 2018-08-07 Randall Martyr , Benjamin Schaefer , Christian Beck , Vito Latora

The explosive growth of artificial intelligence has created gigawatt-scale data centers that fundamentally challenge power system operation, exhibiting power fluctuations exceeding 500 MW within seconds and millisecond-scale variations of…

Systems and Control · Electrical Eng. & Systems 2025-06-24 Ali Peivandizadeh

AI data centers experience rapid fluctuations in power demand due to the heterogeneity of computational tasks that they have to support. For example, the power profile of inference and training of large language models (LLMs) is quite…

Machine Learning · Computer Science 2026-05-07 Mohammad AlShaikh Saleh , Sanjay Chawla , Sertac Bayhan , Haitham Abu-Rub , Ali Ghrayeb

This paper studies a power transmission system with both conventional generators (CGs) and distributed energy assets (DEAs) providing frequency control. We consider an operating condition with demand aggregating two dynamic components: one…

Optimization and Control · Mathematics 2025-07-02 Mahmoud Abdelgalil , Vishal Shenoy , Guido Cavraro , Emiliano Dall'Anese , Jorge I. Poveda

The integration of AI data centers into power grid represents one of the most emerging and complex challenges for the energy systems. As computational demand scales at an unprecedented rate, the traditional grid planning study's paradigm of…

Systems and Control · Electrical Eng. & Systems 2026-04-08 Yize Chen , Xiaogui Zheng

The rapid growth of AI/ML data centers has led to higher energy consumption and carbon emissions. The shift to renewable energy and growing data center energy demands can destabilize the power grid. Power grids rely on frequency regulation…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-28 Ali Jahanshahi , Sara Rashidi Golrouye , Osten Anderson , Nanpeng Yu , Daniel Wong

As inverter-based resources (IBRs) penetrate power systems, the dynamics become more complex, exhibiting multiple timescales, including electromagnetic transient (EMT) dynamics of power electronic controllers and electromechanical dynamics…

Systems and Control · Electrical Eng. & Systems 2025-03-17 Kaiyang Huang , Min Xiong , Yang Liu , Kai Sun

A framework is established that assesses the impact of variations in artificial intelligence (AI) data center (DC) loads on the fatigue damage of steam/gas turbines of the synchronous generators (SGs) from torsional oscillations. Next, a…

Systems and Control · Electrical Eng. & Systems 2026-05-05 Fiaz Hossain , Nilanjan Ray Chaudhuri , Alok Sinha , Sai Gopal Vennelaganti , Mohammed E. Nassar

Developing robotic manipulation policies is iterative and hypothesis-driven: researchers test tactile sensing, gripper geometries, and sensor placements through real-world data collection and training. Yet even minor end-effector changes…

Robotics · Computer Science 2026-02-09 Zi Yin , Fanhong Li , Shurui Zheng , Jia Liu

After over a century of internal combustion engines ruling the transport sector, electric vehicles appear to be on the verge of gaining traction due to a slew of advantages, including lower operating costs and lower CO2 emissions. By using…

Machine Learning · Computer Science 2024-02-05 J. N. Sabhahit , S. S. Solanke , V. K. Jadoun , H. Malik , F. P. García Márquez , J. M. Pinar-Pérez