English
Related papers

Related papers: STEMS: Spatial-Temporal Enhanced Safe Multi-Agent …

200 papers

Letting robots emulate human behavior has always posed a challenge, particularly in scenarios involving multiple robots. In this paper, we presented a framework aimed at achieving multi-agent reinforcement learning for robot control in…

Robotics · Computer Science 2023-05-25 Kangkang Duan , Christine Wun Ki Suen , Zhengbo Zou

This paper presents a novel spatio-temporal LSTM (SPATIAL) architecture for time series forecasting applied to environmental datasets. The framework was evaluated across multiple sensors and for three different oceanic variables: current…

Machine Learning · Statistics 2021-08-27 Yihao Hu , Fearghal O'Donncha , Paulito Palmes , Meredith Burke , Ramon Filgueira , Jon Grant

Physical environment understanding is vital in delivering immersive and interactive mobile augmented reality (AR) user experiences. Recently, we have witnessed a transition in the design of environment understanding systems, from visual…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-18 Yiqin Zhao , Ashkan Ganj , Tian Guo

The flexibility in transmission networks is not fully utilized and reflected in existing energy management systems (EMSs). Corrective transmission switching (CTS) is proposed in this two-part paper to enable EMS to take advantage of the…

Optimization and Control · Mathematics 2019-06-18 Xingpeng Li , Kory W. Hedman

Large-Scale Multi-Agent Systems (LS-MAS) consist of several autonomous components, interacting in a non-trivial way, so that the emerging behaviour of the ensemble depends on the individual dynamics of the components and their reciprocal…

Systems and Control · Electrical Eng. & Systems 2025-01-03 Andrea Giusti

Buildings sector is one of the major consumers of energy in the United States. The buildings HVAC (Heating, Ventilation, and Air Conditioning) systems, whose functionality is to maintain thermal comfort and indoor air quality (IAQ), account…

Systems and Control · Electrical Eng. & Systems 2021-03-24 Chi Zhang , Sanmukh R. Kuppannagari , Rajgopal Kannan , Viktor K. Prasanna

Motivated by the benefits of multi-energy integration, this paper establishes a bi-level two-stage framework based on transactive control, in order to achieve optimal energy provision among interconnected multi-energy systems (MESs). At the…

Optimization and Control · Mathematics 2019-10-23 Yizhi Cheng , Peichao Zhang , Xuezhi Liu

Multi-agent systems (MASs) consisting of a number of autonomous agents that communicate, coordinate, and jointly sense the environment to achieve complex missions can be found in a variety of applications such as robotics, smart cities, and…

Logic in Computer Science · Computer Science 2025-07-22 Yiqi Zhao , Xinyi Yu , Bardh Hoxha , Georgios Fainekos , Jyotirmoy V. Deshmukh , Lars Lindemann

This paper presents a scaling study on the planning phase of a multi-energy system (MES), which is becoming increasingly prominent in the energy sector. The research aims to investigate the interactions and challenges associated with…

Computational Engineering, Finance, and Science · Computer Science 2024-10-24 Jan Soeren Schwarz , Minh Cong Pham , Quoc Tuan Tran , Kai Heussen

The growing adoption of hybrid electric vehicles (HEVs) presents a transformative opportunity for revolutionizing transportation energy systems. The shift towards electrifying transportation aims to curb environmental concerns related to…

Systems and Control · Electrical Eng. & Systems 2023-12-27 Min Hua , Bin Shuai , Quan Zhou , Jinhai Wang , Yinglong He , Hongming Xu

The increase in renewable energy sources (RES) has reduced power system inertia, making frequency stabilization more challenging and highlighting the need for fast frequency response (FFR) resources. While building energy management systems…

Systems and Control · Electrical Eng. & Systems 2025-03-10 Joonsung Jung , Hyunjoong Kim , Hyunghwan Shin , Jip Kim

This paper presents a framework for multi-agent navigation in structured but dynamic environments, integrating three key components: a shared semantic map encoding metric and semantic environmental knowledge, a claim policy for coordinating…

Robotics · Computer Science 2024-10-17 Koen de Vos , Elena Torta , Herman Bruyninckx , Cesar Lopez Martinez , Rene van de Molengraft

Graph analytics powers modern intelligent systems such as smart cities, cyber-physical infrastructure, IoT security, and large-scale social networks. As these workloads scale in complexity, their execution in heterogeneous edge-cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-14 P. Ramicetty , H. Moore , S. Qi , A. Islam , M. Ghose , D. Milojicic , C. Bash , S. Pasricha

Electricity theft and non-technical losses (NTLs) remain critical challenges in modern smart grids, causing significant economic losses and compromising grid reliability. This study introduces the SmartGuard Energy Intelligence System…

Improving energy efficiency by monitoring system behavior and predicting future energy scenarios in light of increased penetration of renewable energy sources are becoming increasingly important, especially for energy systems that…

Systems and Control · Electrical Eng. & Systems 2025-03-12 Haozhen Cheng , Jan Stock , André Xhonneux , Hüseyin K. Çakmak , Veit Hagenmeyer

Stochastic programming can be applied to consider uncertainties in energy system optimization models for capacity expansion planning. However, these models become increasingly large and time-consuming to solve, even without considering…

Optimization and Control · Mathematics 2025-08-15 Shima Sasanpour , Manuel Wetzel , Karl-Kiên Cao , Hans Christian Gils , Andrés Ramos

Buildings and data centers (DCs) are energy-intensive sectors, playing a critical role to achieve the low-carbon and sustainable energy transition targets. To this end, integrated energy system (IES) that incorporates diverse renewables,…

Systems and Control · Electrical Eng. & Systems 2026-04-17 Zhenyu Pu , Yu Yang , Liang Yu , Xiaohong Guan

In the context of global sustainability, buildings are significant consumers of energy, emphasizing the necessity for innovative strategies to enhance efficiency and reduce environmental impact. This research leverages extensive raw data…

Machine Learning · Computer Science 2024-03-22 Hamed Khosravi , Hadi Sahebi , Rahim khanizad , Imtiaz Ahmed

In this paper, we design real-time decentralized and distributed control schemes for Heating Ventilation and Air Conditioning (HVAC) systems in energy efficient buildings. The control schemes balance user comfort and energy saving, and are…

Systems and Control · Computer Science 2017-02-14 Xuan Zhang , Wenbo Shi , Bin Yan , Ali Malkawi , Na Li

The increasing integration of distributed energy resources (DERs), variable renewable energy sources, and emerging technologies presents new challenges for transmission system expansion planning (TSEP). Traditional snapshot-based and…

Systems and Control · Electrical Eng. & Systems 2026-05-04 Hussein Suprême , Martin de Montigny , Kevin-R. Sorto-Ventura , Hind Chit Dirani , Mouhamadou Makhtar Dione , Nicolas Compas