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This article aims at facilitating the widespread application of Energy Management Systems (EMSs), especially on buildings and cities, in order to support the realization of future carbon-neutral energy systems. We claim that economic…

Software Engineering · Computer Science 2025-03-19 David Wölfle , Kevin Förderer , Tobias Riedel , Lukas Landwich , Ralf Mikut , Veit Hagenmeyer , Hartmut Schmeck

Mixture-of-Experts (MoE) models challenge serving infrastructures with dynamic, sparse expert utilization, causing instability on conventional systems designed for dense architectures. We propose EaaS, a novel serving system to enable…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-23 Ziming Liu , Boyu Tian , Guoteng Wang , Zhen Jiang , Peng Sun , Zhenhua Han , Tian Tang , Xiaohe Hu , Yanmin Jia , Yan Zhang , He Liu , Mingjun Zhang , Yiqi Zhang , Qiaoling Chen , Shenggan Cheng , Mingyu Gao , Yang You , Siyuan Feng

The energy sector is experiencing rapid transformation due to increasing renewable energy integration, decentralisation of power systems, and a heightened focus on efficiency and sustainability. With energy demand becoming increasingly…

Construction and operating of buildings is one of the major contributors to global greenhouse emissions. With the inefficient usage of energy due to human behavior and manual operation, the energy consumption of buildings is further…

Systems and Control · Electrical Eng. & Systems 2026-02-25 Haizum Hanim Ab Halim , Dalila Alias , Akmal Zaini Arsad , Lewis Tee Jen Looi , Rosdiadee Nordin , Denny Ng Kok Sum

As we make progress towards the era of fifth generation (5G) communication networks, energy efficiency (EE) becomes an important design criterion because it guarantees sustainable evolution. In this regard, the massive multiple-input…

Networking and Internet Architecture · Computer Science 2015-11-30 K. N. R. Surya Vara Prasad , Ekram Hossain , Vijay K. Bhargava

Mobile energy resources (MERs) have been shown to boost DS resilience effectively in recent years. In this paper, we propose a novel idea, the separable mobile energy storage system (SMESS), as an attempt to further extend the flexibility…

Systems and Control · Electrical Eng. & Systems 2021-09-23 Wei Wang , Xiaofu Xiong , Yufei He , Jian Hu , Hongzhou Chen

As the adoption of Generative AI in real-world services grow explosively, energy has emerged as a critical bottleneck resource. However, energy remains a metric that is often overlooked, under-explored, or poorly understood in the context…

Machine Learning · Computer Science 2025-10-17 Jae-Won Chung , Jeff J. Ma , Ruofan Wu , Jiachen Liu , Oh Jun Kweon , Yuxuan Xia , Zhiyu Wu , Mosharaf Chowdhury

The building energy (BE) management has an essential role in urban sustainability and smart cities. Recently, the novel data science and data-driven technologies have shown significant progress in analyzing the energy consumption and energy…

Machine Learning · Computer Science 2022-02-25 Ardabili Sina , Leila Abdolalizadeh , Csaba Mako , Bernat Torok , Mosavi Amir

Reliable prediction of system status is a highly demanded functionality of smart energy systems, which can enable users or human operators to react quickly to potential future system changes. By adopting the multi-timescale nexting method,…

Systems and Control · Computer Science 2016-07-19 Johannes Feldmaier , Dominik Meyer , Hao Shen , Klaus Diepold

This paper describes the development of the Four Model Tree Ensemble (FMTE). The FMTE is a composite of machine learning models trained on experimental binding energies from the Atomic Mass Evaluation (AME) 2012. The FMTE predicts binding…

Nuclear Theory · Physics 2026-02-19 I. Bentley , J. Tedder , M. Gebran , A. Paul

This study presents a conceptual framework and a prototype assessment for Large Language Model (LLM)-based Building Energy Management System (BEMS) AI agents to facilitate context-aware energy management in smart buildings through natural…

Artificial Intelligence · Computer Science 2026-01-01 Tianzhi He , Farrokh Jazizadeh

Decision support systems like computer-aided energy system analysis (ESA) are considered one of the main pillars for developing sustainable and reliable energy transformation strategies. Although today's diverse tools can already support…

The progressive installation of renewable energy sources requires the coordination of energy consuming devices. At consumer level, this coordination can be done by a home energy management system (HEMS). Interoperability issues need to be…

Other Computer Science · Computer Science 2014-06-13 Dominik Egarter , Andrea Monacchi , Tamer Khatib , Wilfried Elmenreich

Most planning of the traditional hydrogen energy supply chain (HSC) focuses on the storage and transportation links between production and consumption ends. It ignores the energy flows and interactions between each link, making it…

Systems and Control · Electrical Eng. & Systems 2024-05-17 Xinning Yia , Tianguang Lua , Jing Li , Shaocong Wu

Energy management strategies (EMSs) are the most significant components in hybrid electric vehicles (HEVs) because they decide the potential of energy conservation and emission reduction. This work presents a transferred EMS for a parallel…

Signal Processing · Electrical Eng. & Systems 2020-07-17 Teng Liu , Xiaolin Tang , Jiaxin Chen , Hong Wang , Wenhao Tan , Yalian Yang

Today, products are no longer isolated artifacts, but nodes in networked systems. This means that traditional, linearly conceived life cycle models are reaching their limits: Interoperability across disciplines, variant and configuration…

Artificial Intelligence · Computer Science 2025-11-03 Vahid Salehi , Josef Vilsmeier , Shirui Wang

As the fast growth and large integration of distributed generation, renewable energy resource, energy storage system and load response, the modern power system operation becomes much more complicated with increasing uncertainties and…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-10 Guangyi Liu , Chen Yuan , Xi Chen , Jingjin Wu , Renchang Dai , Zhiwei Wang

We introduce a novel architecture and computational framework for formal, automated analysis of systems with a broad set of nonlinearities in the feedback loop, such as neural networks, vision controllers, switched systems, and even simple…

Optimization and Control · Mathematics 2018-05-02 Ivan Papusha , Ufuk Topcu , Steven Carr , Niklas Lauffer

The transition to low-carbon energy systems demands comprehensive technical, economic, environmental, and social evaluation tools. While numerous studies address specific aspects of energy transition, few provide an integrated framework to…

Systems and Control · Electrical Eng. & Systems 2025-09-09 Jayashree Yadav , Ingemar Mathiasson , Bindu Panikkar , Mads Almassalkhi

Energy system models are increasingly employed to guide long-term planning in multi-sectoral environments where decisions span electricity, heat, transport, land use, and industry. While these models provide rigorous quantitative insights,…

Machine Learning · Computer Science 2025-12-02 Ali Forootani , Mohammad Sadr , Danial Esmaeili Aliabadi , Daniela Thraen