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An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms

An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms PDF Author: Philip Husbands
Publisher:
ISBN:
Category : Production planning
Languages : en
Pages :

Book Description
This thesis presents a new integrated approach to process planning aad job-shop scheduling. The relationship between planning and scheduling is reassessed and the line between the two tasks is made significantly more blurred than in the usual treatment. Scheduling is traditionally seen as the task of finding an optimal way of interleaving a number of fixed plans which are to be executed concurrently and which must share resources. The implicit assumption is that once planning has finished scheduling takes over. In fact there are often many possible choices for the sub-operations in the plans. Very often the real optimisation problem is to simultaaeously optimise all the individual plans alzd the overall schedule. This thesis describes how manufa.cturing planning has been recast to allow solutions to the simultaneous plan and schedule optimisation problem, a problem traditionally considered too hard to tackle at all. A model based on simulated coevolution is developed and it is shown how complex interactions are handled in an emergent way. Results from various implementations are reported. Underlying this new approach is a feature based process planning system that is used to generate the space of all possible legal process plans for a given component. This space is then searched, in parallel with spaces for all other components, using an advanced form of genetic algorithm. The thesis describes the development of the ideas behind this technique and presents in detail the constituent parts of the whole system.

An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms

An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms PDF Author: Philip Husbands
Publisher:
ISBN:
Category : Production planning
Languages : en
Pages :

Book Description
This thesis presents a new integrated approach to process planning aad job-shop scheduling. The relationship between planning and scheduling is reassessed and the line between the two tasks is made significantly more blurred than in the usual treatment. Scheduling is traditionally seen as the task of finding an optimal way of interleaving a number of fixed plans which are to be executed concurrently and which must share resources. The implicit assumption is that once planning has finished scheduling takes over. In fact there are often many possible choices for the sub-operations in the plans. Very often the real optimisation problem is to simultaaeously optimise all the individual plans alzd the overall schedule. This thesis describes how manufa.cturing planning has been recast to allow solutions to the simultaneous plan and schedule optimisation problem, a problem traditionally considered too hard to tackle at all. A model based on simulated coevolution is developed and it is shown how complex interactions are handled in an emergent way. Results from various implementations are reported. Underlying this new approach is a feature based process planning system that is used to generate the space of all possible legal process plans for a given component. This space is then searched, in parallel with spaces for all other components, using an advanced form of genetic algorithm. The thesis describes the development of the ideas behind this technique and presents in detail the constituent parts of the whole system.

An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms

An Integrated Approach to Process Planning and Scheduling Using Genetic Algorithms PDF Author: Phil Husbands
Publisher:
ISBN:
Category : Production planning
Languages : en
Pages :

Book Description


Efficient Production Planning and Scheduling

Efficient Production Planning and Scheduling PDF Author:
Publisher: Springer-Verlag
ISBN: 3663084388
Category : Business & Economics
Languages : de
Pages : 164

Book Description
Patricia Shiroma explores the possibility of combining genetic algorithms with simulation studies in order to generate efficient production schedules for parallel manufacturing processes. The result is a flexible, highly effective production scheduling system.

Integration of Process Planning and Scheduling

Integration of Process Planning and Scheduling PDF Author: Rakesh Kumar Phanden
Publisher: CRC Press
ISBN: 0429667442
Category : Technology & Engineering
Languages : en
Pages : 226

Book Description
Both process planning and scheduling are very important functions of manufacturing, which affect together the cost to manufacture a product and the time to deliver it. This book contains various approaches proposed by researchers to integrate the process planning and scheduling functions of manufacturing under varying configurations of shops. It is useful for both beginners and advanced researchers to understand and formulate the Integration Process Planning and Scheduling (IPPS) problem effectively. Features Covers the basics of both process planning and scheduling Presents nonlinear approaches, closed-loop approaches, as well as distributed approaches Discuss the outfit of IPPS in Industry 4.0 paradigm Includes the benchmarking problems on IPPS Contains nature-algorithms and metaheuristics for performance measurements in IPPS Presents analysis of energy-efficient objective for sustainable manufacturing in IPPS

Variants of Evolutionary Algorithms for Real-World Applications

Variants of Evolutionary Algorithms for Real-World Applications PDF Author: Raymond Chiong
Publisher: Springer Science & Business Media
ISBN: 3642234240
Category : Technology & Engineering
Languages : en
Pages : 470

Book Description
Evolutionary Algorithms (EAs) are population-based, stochastic search algorithms that mimic natural evolution. Due to their ability to find excellent solutions for conventionally hard and dynamic problems within acceptable time, EAs have attracted interest from many researchers and practitioners in recent years. This book “Variants of Evolutionary Algorithms for Real-World Applications” aims to promote the practitioner’s view on EAs by providing a comprehensive discussion of how EAs can be adapted to the requirements of various applications in the real-world domains. It comprises 14 chapters, including an introductory chapter re-visiting the fundamental question of what an EA is and other chapters addressing a range of real-world problems such as production process planning, inventory system and supply chain network optimisation, task-based jobs assignment, planning for CNC-based work piece construction, mechanical/ship design tasks that involve runtime-intense simulations, data mining for the prediction of soil properties, automated tissue classification for MRI images, and database query optimisation, among others. These chapters demonstrate how different types of problems can be successfully solved using variants of EAs and how the solution approaches are constructed, in a way that can be understood and reproduced with little prior knowledge on optimisation.

Efficient Production Planning and Scheduling

Efficient Production Planning and Scheduling PDF Author:
Publisher: Deutscher Universitätsverlag
ISBN: 9783824464265
Category : Business & Economics
Languages : de
Pages : 0

Book Description
Patricia Shiroma explores the possibility of combining genetic algorithms with simulation studies in order to generate efficient production schedules for parallel manufacturing processes. The result is a flexible, highly effective production scheduling system.

Process Planning and Scheduling for Distributed Manufacturing

Process Planning and Scheduling for Distributed Manufacturing PDF Author: Lihui Wang
Publisher: Springer Science & Business Media
ISBN: 1846287529
Category : Technology & Engineering
Languages : en
Pages : 441

Book Description
This is the first book to focus on emerging technologies for distributed intelligent decision-making in process planning and dynamic scheduling. It has two sections: a review of several key areas of research, and an in-depth treatment of particular techniques. Each chapter addresses a specific problem domain and offers practical solutions to solve it. The book provides a better understanding of the present state and future trends of research in this area.

Integrated Process Planning, Scheduling, and Due-Date Assignment

Integrated Process Planning, Scheduling, and Due-Date Assignment PDF Author: Halil Ibrahim Demir
Publisher: CRC Press
ISBN: 1000919714
Category : Technology & Engineering
Languages : en
Pages : 189

Book Description
Traditionally, the three most important manufacturing functions are process planning, scheduling, and due-date assignment, which are handled sequentially and separately.This book integrates these manufacturing processes and functions to increase global performance along with manufacturing and production cost savings. Integrated Process Planning, Scheduling, and Due-Date Assignment combines the most important manufacturing functions to use manufacturing resources better, reduce production costs, and eliminate bottlenecks with increased production efficiency. The book covers how the integration will help eliminate scheduling conflicts and how to adapt to irregular shop floor disturbances. It also explains how other elements, such as tardiness and earliness, are penalized and how prioritizing helps improve weight performance function. This book will draw the interest of professionals, students, and academicians in process planning, scheduling, and due-date assignment. It could also be supplemental material for manufacturing courses in industrial engineering and manufacturing engineering departments.

MMS 2018

MMS 2018 PDF Author: Lucia Knapčíková
Publisher: European Alliance for Innovation
ISBN: 1631901672
Category : Technology & Engineering
Languages : en
Pages : 252

Book Description
The conference aims at creating synergies of “practice and research” increasing the potential and commercial viability of research and development in the field of innovative technologies in management of manufacturing systems, Industry 4.0, logistics and traffic/transport system. The ambition of the MMS 2018 conference is to establish channels of communication and disseminate knowledge among stakeholders in mentioned ecosystem. Therefore, we cordially invite experts, researchers, academicians and practitioners in relevant fields to share their knowledge from the field of innovative ecosystem for management of manufacturing systems, Industry 4.0, logistics and traffic/transport system.

Integrated Process Planning, Scheduling, and Due-Date Assignment

Integrated Process Planning, Scheduling, and Due-Date Assignment PDF Author: Halil Ibrahim Demir
Publisher: CRC Press
ISBN: 1000919706
Category : Technology & Engineering
Languages : en
Pages : 153

Book Description
Traditionally, the three most important manufacturing functions are process planning, scheduling, and due-date assignment, which are handled sequentially and separately.This book integrates these manufacturing processes and functions to increase global performance along with manufacturing and production cost savings. Integrated Process Planning, Scheduling, and Due-Date Assignment combines the most important manufacturing functions to use manufacturing resources better, reduce production costs, and eliminate bottlenecks with increased production efficiency. The book covers how the integration will help eliminate scheduling conflicts and how to adapt to irregular shop floor disturbances. It also explains how other elements, such as tardiness and earliness, are penalized and how prioritizing helps improve weight performance function. This book will draw the interest of professionals, students, and academicians in process planning, scheduling, and due-date assignment. It could also be supplemental material for manufacturing courses in industrial engineering and manufacturing engineering departments.