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One of the primary driving factors in building energy performance is occupant behavioral dynamics. As a result, the layout of building occupant workstations is likely to influence energy consumption. In this paper, we introduce methods for…

Computational Engineering, Finance, and Science · Computer Science 2021-02-16 Andrew Sonta , Thomas R. Dougherty , Rishee K. Jain

Active building energy management holds potential to reduce global energy-related emissions and support flexible operations of future low-carbon systems. This requires to integrate diverse objectives and engage multiple stakeholders.…

Systems and Control · Electrical Eng. & Systems 2023-10-25 Hanmin Cai , Philipp Heer

Forecasting building energy usage is essential for promoting sustainability and reducing waste, as it enables building managers to optimize energy consumption and reduce costs. This importance is magnified during anomalous periods, such as…

Machine Learning · Computer Science 2023-10-05 Arian Prabowo , Kaixuan Chen , Hao Xue , Subbu Sethuvenkatraman , Flora D. Salim

Companies with datacenters are procuring significant amounts of renewable energy to reduce their carbon footprint. There is increasing interest in achieving 24/7 Carbon-Free Energy (CFE) matching in electricity usage, aiming to eliminate…

Physics and Society · Physics 2025-01-16 Iegor Riepin , Tom Brown , Victor Zavala

Residential and commercial buildings, equipped with systems such as heat pumps (HPs), hot water tanks, or stationary energy storage, have a large potential to offer their consumption flexibility as grid services. In this work, we leverage…

Systems and Control · Electrical Eng. & Systems 2024-08-28 Paul Scharnhorst , Baptiste Schubnel , Rafael E. Carrillo , Pierre-Jean Alet , Colin N. Jones

Modern commercial Heating, Ventilation, and Air Conditioning (HVAC) devices form a complex and interconnected thermodynamic system with the building and outside weather conditions, and current setpoint control policies are not fully…

Artificial Intelligence · Computer Science 2023-10-13 Judah Goldfeder , John Sipple

Real-time quantification of residential building energy flexibility is needed to enable a cost-efficient operation of active distribution grids. A promising means is to use the so-called flexibility envelope concept to represent the…

Systems and Control · Electrical Eng. & Systems 2024-04-16 Nami Hekmat , Hanmin Cai , Thierry Zufferey , Gabriela Hug , Philipp Heer

Mobile sensing has played a key role in providing digital solutions to aid with COVID-19 containment policies. These solutions include, among other efforts, enforcing social distancing and monitoring crowd movements in indoor spaces.…

Computers and Society · Computer Science 2022-02-23 Camellia Zakaria , Amee Trivedi , Emmanuel Cecchet , Michael Chee , Prashant Shenoy , Rajesh Balan

Controlling building electric loads could alleviate the increasing grid strain caused by the adoption of renewables and electrification. However, current approaches that automatically setback thermostats on the hottest day compromise their…

Computers and Society · Computer Science 2025-02-14 SungKu Kang , Kunind Sharma , Maharshi Pathak , Emily Casavant , Katherine Bassett , Misha Pavel , David Fannon , Michael Kane

Cloud elasticity - the ability to use as much resources as needed at any given time - and low cost - a user pays only for the resources it consumes - represent solid incentives for many organizations to migrate some of their computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-07-15 Ashkan Paya , Dan C. Marinescu

Building energy flexibility has been increasingly demonstrated as a cost-effective solution to respond to the needs of energy networks, including electric grids and district cooling and heating systems, improving the integration of…

Systems and Control · Electrical Eng. & Systems 2023-07-20 Maomao Hu , Ram Rajagopal , Jacques A. de Chalendar

Neglecting consumers' comfort always leads to failure or slow-response to demand response request. In this paper, we propose several comprehensive comfort level models for various appliances in campus-based commercial buildings (CBs). The…

Optimization and Control · Mathematics 2019-03-28 Zheming Liang , Desong Bian , Dawei Su , Ruisheng Diao , Di Shi , Zhiwei Wang , Wencong Su

This paper presents an occupancy-predicting control algorithm for heating, ventilation, and air conditioning (HVAC) systems in buildings. It incorporates the building's thermal properties, local weather predictions, and a self-tuning…

Systems and Control · Computer Science 2014-07-29 Justin R. Dobbs , Brandon M. Hencey

The rapid expansion of cloud computing and data center infrastructure has led to significant energy consumption, posing environmental challenges due to the growing carbon footprint. This research explores energy-aware management strategies…

Networking and Internet Architecture · Computer Science 2025-09-16 Rabab Khan Rongon , Krishna Das

Large data centers are being deployed in the U.S. at an unprecedented rate, introducing significant flexible load potential. A portion of data center workloads - best-effort (BE) jobs - can be scheduled flexibly to reduce power system…

Systems and Control · Electrical Eng. & Systems 2026-04-28 Akibul Hasan Mazumder , Yuanrui Sang

Distribution grid operation faces new challenges caused by a rising share of renewable energy sources and the introduction of additional types of loads to the grid. With the increasing adoption of distributed generation and emerging…

Systems and Control · Electrical Eng. & Systems 2025-11-07 Sebastian Peter , Daniel Feismann , Johannes Bao , Thomas Oberließen , Christian Rehtanz

The rapid growth of GPU-heavy data centers has significantly increased electricity demand and creating challenges for grid stability. Our paper investigates the extent to which an energy-aware job scheduling algorithm can provide…

Systems and Control · Electrical Eng. & Systems 2026-03-31 Yiru Ji , Constance Crozier , Matthew Liska

Depending on energy sources and demand, the carbon intensity of the public power grid fluctuates over time. Exploiting this variability is an important factor in reducing the emissions caused by data centers. However, regional differences…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-27 Philipp Wiesner , Ilja Behnke , Dominik Scheinert , Kordian Gontarska , Lauritz Thamsen

To meet carbon emission reduction goals in line with the Paris agreement, planning resilient and sustainable energy systems has never been more important. In the building sector, particularly, strategic urban energy planning engenders large…

Systems and Control · Electrical Eng. & Systems 2026-02-11 Julien Leprince , Amos Schledorn , Daniela Guericke , Dominik Franjo Dominkovic , Henrik Madsen , Wim Zeiler

During the last decade, the number of devices connected to the Internet by Wi-Fi has grown significantly. A high density of both the client devices and the hot spots posed new challenges related to providing the desired quality of service…

Networking and Internet Architecture · Computer Science 2019-11-26 Evgeny Khorov , Anton Kiryanov , Alexander Krotov
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