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Genetic Programming for Production Scheduling: An Evolutionary Learning Approach (Machine Learning: Foundations, Methodologies, and Applications) free ebook download

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Programming

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Catalogue

Author(s):	Fangfang Zhang

Date:	2021	Format:	7z	Language:	English	ISBN/ASIN:	9811648581
Pages:	369	OCR:		Quality:		ISBN13:
Uploader:	gestalt	Upload Date:	11/20/2021 11:54:21 PM

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This book introduces readers to an evolutionary learning approach, specifically genetic programming (GP), for production scheduling. The book is divided into six parts. In Part I, it provides an introduction to production scheduling, existing solution methods, and the GP approach to production scheduling. Characteristics of production environments, problem formulations, an abstract GP framework for production scheduling, and evaluation criteria are also presented. Part II shows various ways that GP can be employed to solve static production scheduling problems and their connections with conventional operation research methods. In turn, Part III shows how to design GP algorithms for dynamic production scheduling problems and describes advanced techniques for enhancing GPs performance, including feature selection, surrogate modeling, and specialized genetic operators. In Part IV, the book addresses how to use heuristics to deal with multiple, potentially conflicting objectives in production scheduling problems, and presents an advanced multi-objective approach with cooperative coevolution techniques or multi-tree representations. Part V demonstrates how to use multitask learning techniques in the hyper-heuristics space for production scheduling. It also shows how surrogate techniques and assisted task selection strategies can benefit multitask learning with GP for learning heuristics in the context of production scheduling. Part VI rounds out the text with an outlook on the future.

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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3052671	Book	https://nitro.download/view/0174DB078C99...		0.00	gestalt

Tags: Applications Approach Evolutionary Foundations Genetic Learning Machine Methodologies Production Programming

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Genetic Programming for Production Scheduling: An Evolutionary Learning Approach (Machine Learning: Foundations, Methodologies, and Applications) free ebook download

Category: Programming

Description: Click to see full description

Category:
Programming