Artificial Intelligence-Driven Decision Support Framework for Improving Energy Efficiency in Industry and Transportation
Language: English
Published by Springer Dez 2026, 2026
- Softcover
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This item is printed on demand - Print on Demand Titel. Neuware -Energy-intensive sectors such as industry and transportation are vital to economic development, yet remain major contributors to global energy consumption and greenhouse gas emissions. Enhancing their energy efficiency is essential to achieving climate resilience and meeting decarbonization goals. Despite abundant operational and sensor data, decision-making in these sectors often relies on heuristics and lacks systematic, transparent, and explainable analyticalsupport. Existing Artificial Intelligence (AI)-based decision support methods frequently fall short in integrating robust data preprocessing, causal interpretation, and actionable recommendation generation, limiting their practical impact. This book develops and validates an AI-driven decision support framework to improve energy efficiency in energy-intensive industrial and transportation systems. Guided by a three-cycle Design Science Research (DSR) methodology, the framework integrates complementary AI techniques into a modular, end-to-end architecture that transforms heterogeneous raw data into interpretable, actionable recommendations. It includes systematic data quality assessment and preprocessing pipelines, time-series segmentation, clustering key performance indicators for pattern recognition, causal inference methods to identify drivers of inefficiency, and a multimodal large language model (LLM)-based decision support module that translates analytical outcomes into domain-relevant strategies.Springer Vieweg in Springer Science + Business Media, Abraham-Lincoln-Straße 46, 65189 Wiesbaden 408 pp. Englisch. …
Seller Inventory # 9783658519643
- Title
- Artificial Intelligence-Driven Decision Support Framework for Improving Energy Efficiency in Industry and Transportation
- Author
- Zhipeng Ma
- Publisher
- Springer Dez 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 3658519649
- ISBN 13
- 9783658519643
- Item weight
- 526 grams
- Dimensions
- 210x148x23 mm
Energy-intensive sectors such as industry and transportation are vital to economic development, yet remain major contributors to global energy consumption and greenhouse gas emissions. Enhancing their energy efficiency is essential to achieving climate resilience and meeting decarbonization goals. Despite abundant operational and sensor data, decision-making in these sectors often relies on heuristics and lacks systematic, transparent, and explainable analytical support. Existing Artificial Intelligence (AI)-based decision support methods frequently fall short in integrating robust data preprocessing, causal interpretation, and actionable recommendation generation, limiting their practical impact.
This book develops and validates an AI-driven decision support framework to improve energy efficiency in energy-intensive industrial and transportation systems. Guided by a three-cycle Design Science Research (DSR) methodology, the framework integrates complementary AI techniques into a modular, end-to-end architecture that transforms heterogeneous raw data into interpretable, actionable recommendations. It includes systematic data quality assessment and preprocessing pipelines, time-series segmentation, clustering key performance indicators for pattern recognition, causal inference methods to identify drivers of inefficiency, and a multimodal large language model (LLM)-based decision support module that translates analytical outcomes into domain-relevant strategies.
"Synopsis" may belong to another edition of this title.
About the Author
Zhipeng Ma is a postdoctoral researcher from SDU Center for Energy Informatics at the University of Southern Denmark. His research focuses on data science and industrial digitalization, with particular emphasis on developing and applying digitalization methods, including machine learning, artificial intelligence, and advanced data processing techniques, to analyze energy efficiency and design data-driven decision support systems.
"About the title" may belong to another edition of this title.
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