Reprint
Improving Energy Efficiency through Data-Driven Modeling, Simulation and Optimization
Edited by
May 2021
218 pages
- ISBN978-3-0365-1207-5 (Hardback)
- ISBN978-3-0365-1206-8 (PDF)
This book is a reprint of the Special Issue Improving Energy Efficiency through Data-Driven Modeling, Simulation and Optimization that was published in
Chemistry & Materials Science
Engineering
Environmental & Earth Sciences
Physical Sciences
Summary
In October 2014, the EU leaders agreed upon three key targets for the year 2030: a reduction by at least 40% in greenhouse gas emissions, savings of at least 27% for renewable energy, and improvements by at least 27% in energy efficiency. The increase in computational power combined with advanced modeling and simulation tools makes it possible to derive new technological solutions that can enhance the energy efficiency of systems and that can reduce the ecological footprint. This book compiles 10 novel research works from a Special Issue that was focused on data-driven approaches, machine learning, or artificial intelligence for the modeling, simulation, and optimization of energy systems.
Format
- Hardback
License
© 2022 by the authors; CC BY-NC-ND license
Keywords
passive house; enclosure structure; heat transfer coefficient; energy consumption; turbo-propeller; regional; fuel; weight; range; design; CO2 reduction; multi-objective combinatorial optimization; meta-heuristics; ant colony optimization; non-intrusive load monitoring; appliance classification; appliance feature; recurrence graph; weighted recurrence graph; V–I trajectory; convolutional neural network; energy baselines; machine learning; clustering; neural methods; machine learning; smart intelligent systems; building energy consumption; building load forecasting; energy efficiency; thermal improved of buildings; anti-icing; heat and mass transfer; heating power distribution; heat load reduction; optimization method; experimental validation; big data process; predictive maintenance; machine learning; fracturing roofs to maintain entry (FRME); field measurement; numerical simulation; side abutment pressure; strata movement; energy; manufacturing; prediction; forecasting; modelling; n/a