Explainable and Customizable Job Sequencing and Scheduling

Advancing Production Control and Management with XAI

AvTin-Chih Toly Chen

Häftad, Engelska, 2025

Del i serien SpringerBriefs in Applied Sciences and Technology

534 kr

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Beskrivning

This book systematically reviews the progress in explainable AI (XAI) and introduces the methods, tools, and applications of XAI technologies in job sequencing and scheduling.

Produktinformation

Utgivningsdatum:2025-04-10
Mått:155 x 235 x 8 mm
Vikt:243 g
Format:Häftad
Språk:Engelska
Serie:SpringerBriefs in Applied Sciences and Technology
Antal sidor:126
Förlag:Springer International Publishing AG
ISBN:9783031853739

Utforska kategorier

Systemvetenskap och AI inom Data och IT
Databaser inom Data och IT
Artificiell intelligens inom Data och IT

Mer om författaren

Dr. Chen has published papers on job scheduling in semiconductor manufacturing factories in journals such as Expert Systems and Applications, Neural Computing and Applications, International Journal of Advanced Manufacturing Technology, Journal of Intelligent Manufacturing, and Computers and Industrial Engineering. He also authored a book entitled "Production Planning and Control in Semiconductor Manufacturing: Big Data Analytics and Industry 4.0 Applications" for Springer in 2022. He has guest edited several special issues on job scheduling in large-scale manufacturing systems and just-in-time manufacturing and maintenance for journals including Operations Research, International Journal of Intelligent Systems, and International Journal of Advanced Manufacturing Technology. In 2023, he authored a book entitled "Explainable Artificial Intelligence in Manufacturing: Methodology, Tools, and Applications" for Springer.

Innehållsförteckning

Chapter 1. Explainable Artificial Intelligence (XAI).- Chapter 2. Artificial Intelligence (AI) Applications in Job Sequencing and Scheduling.- Chapter 3. XAI Applications to Job sequencing and Scheduling.- Chapter 4. Explaining Artificial Neural Network and Deep Learning Applications in Job Sequencing and Scheduling.- Chapter 5. Explaining Genetic Algorithm and Other Bio-inspired Algorithm Applications in Job Sequencing and Scheduling.- Chapter 6. Tailoring Scheduling Rules Using XAI.- Chapter 7. XAI-enabled Edge Computing Application in Job Sequencing and Scheduling.