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Computational Intelligence in Flow Shop and Job Shop Scheduling

Computational Intelligence in Flow Shop and Job Shop Scheduling PDF Author: Uday K. Chakraborty
Publisher: Springer Science & Business Media
ISBN: 3642028357
Category : Mathematics
Languages : en
Pages : 348

Book Description
For over fifty years now, the famous problem of flow shop and job shop scheduling has been receiving the attention of researchers in operations research, engineering, and computer science. Over the past several years, there has been a spurt of interest in computational intelligence heuristics and metaheuristics for solving this problem. This book seeks to present a study of the state of the art in this field and also directions for future research.

Computational Intelligence in Flow Shop and Job Shop Scheduling

Computational Intelligence in Flow Shop and Job Shop Scheduling PDF Author: Uday K. Chakraborty
Publisher: Springer Science & Business Media
ISBN: 3642028357
Category : Mathematics
Languages : en
Pages : 348

Book Description
For over fifty years now, the famous problem of flow shop and job shop scheduling has been receiving the attention of researchers in operations research, engineering, and computer science. Over the past several years, there has been a spurt of interest in computational intelligence heuristics and metaheuristics for solving this problem. This book seeks to present a study of the state of the art in this field and also directions for future research.

Exact and Heuristic Scheduling Algorithms

Exact and Heuristic Scheduling Algorithms PDF Author: Frank Werner
Publisher: MDPI
ISBN: 3039284681
Category : Technology & Engineering
Languages : en
Pages : 200

Book Description
This edited book presents new results in the area of the development of exact and heuristic scheduling algorithms. It contains eight articles accepted for publication for a Special Issue in the journal Algorithms. The book presents new algorithms, e.g., for flow shop, job shop, and parallel machine scheduling problems. The particular articles address subjects such as a heuristic for the routing and scheduling problem with time windows, applied to the automotive industry in Mexico, a heuristic for the blocking job shop problem with tardiness minimization based on new neighborhood structures, fast heuristics for the Euclidean traveling salesman problem or a new mathematical model for the period-aggregated resource leveling problem with variable job duration, and several others.

Due Date-Related Scheduling with Two Agents

Due Date-Related Scheduling with Two Agents PDF Author: Yunqiang Yin
Publisher: Springer Nature
ISBN: 9811521050
Category : Mathematics
Languages : en
Pages : 198

Book Description
This book provides an introduction to the models, methods, and results of some due date-related scheduling problems in the field of multiagent scheduling. In multiagent scheduling, two or more agents share a common processing resource and each agent wants to optimize its own objective function with respect to its own set of jobs. Since the agents have conflicting objective functions, they have to negotiate among themselves with regard to sharing the common resource to optimize their own objective functions. A key feature of due date-related scheduling concerns the way in which due dates are considered: they can be given parameters or decision variables. For the former case, the motivation stems from the need to improve inventory and production management. For the latter case, due date assignment becomes a challenging issue since the decision-maker has to balance inventory holding costs against the benefits of fulfifilling orders in time. As for due dates, this book addresses the following three different scenarios: (i) The due dates of the jobs from either one or both of the two agents are decision variables, which are determined using some due date assignment models; (ii) The due dates of jobs in each job set are considered as given parameters, whereas which due date corresponds to a given job needs to determine; and (iii) The due date of each job is exogenously given. When the last case is involved, the objective function of each agent is related to the number of just-in-time jobs that are completed exactly on their due dates. For each considered scenario, depending on the model settings, and on the objective function of each agent, this book addresses the complexity, and the design of efficient exact or approximated algorithms. This book aims at introducing the author's research achievements in due date-related scheduling with two agents. It is written for researchers and Ph.D. students working in scheduling theory and other members of scientific community who are interested in recent scheduling models. Our goal is to enable the reader to know about some new achievements on this topic.

Exact and Heuristic Scheduling Algorithms

Exact and Heuristic Scheduling Algorithms PDF Author: Frank Werner
Publisher:
ISBN: 9783039284696
Category : Engineering (General). Civil engineering (General)
Languages : en
Pages : 200

Book Description
This edited book presents new results in the area of the development of exact and heuristic scheduling algorithms. It contains eight articles accepted for publication for a Special Issue in the journal Algorithms. The book presents new algorithms, e.g., for flow shop, job shop, and parallel machine scheduling problems. The particular articles address subjects such as a heuristic for the routing and scheduling problem with time windows, applied to the automotive industry in Mexico, a heuristic for the blocking job shop problem with tardiness minimization based on new neighborhood structures, fast heuristics for the Euclidean traveling salesman problem or a new mathematical model for the period-aggregated resource leveling problem with variable job duration, and several others.

Algorithms for Scheduling Problems

Algorithms for Scheduling Problems PDF Author: FrankWerner
Publisher: MDPI
ISBN: 3038971197
Category : Mathematics
Languages : en
Pages : 209

Book Description
This book is a printed edition of the Special Issue " Algorithms for Scheduling Problems" that was published in Algorithms

Recent Advances in Computational Optimization

Recent Advances in Computational Optimization PDF Author: Stefka Fidanova
Publisher: Springer Nature
ISBN: 3030823970
Category : Technology & Engineering
Languages : en
Pages : 487

Book Description
This book presents recent advances in computational optimization. Our everyday life is unthinkable without optimization. We try to minimize our effort and to maximize the achieved profit. Many real-world and industrial problems arising in engineering, economics, medicine and other domains can be formulated as optimization tasks. The book is a comprehensive collection of extended contributions from the Workshops on Computational Optimization 2020. The book includes important real problems like modeling of physical processes, workforce planning, parameter settings for controlling different processes, transportation problems, wireless sensor networks, machine scheduling, air pollution modeling, solving multiple integrals and systems of differential equations which describe real processes, solving engineering problems. It shows how to develop algorithms for them based on new intelligent methods like evolutionary computations, ant colony optimization, constrain programming and others. This research demonstrates how some real-world problems arising in engineering, economics and other domains can be formulated as optimization problems.

ALGORITHMS FOR SINGLE MACHINE SCHEDULING PROBLEMS MINIMIZING TARDINESS AND EARLINESS

ALGORITHMS FOR SINGLE MACHINE SCHEDULING PROBLEMS MINIMIZING TARDINESS AND EARLINESS  PDF Author: Candace A. Yano, Yeong-Dae Kim
Publisher:
ISBN:
Category :
Languages : en
Pages : 26

Book Description


Just-in-Time Systems

Just-in-Time Systems PDF Author: Roger Rios
Publisher: Springer Science & Business Media
ISBN: 1461411238
Category : Business & Economics
Languages : en
Pages : 312

Book Description
Whether different types of costs are to be reduced, benefits to be maximized or scarce resources to be managed, scheduling theory provides intelligent methods for practitioners and scientists. The just-in-time (JIT) production philosophy has enriched the classical scheduling theory with models that consider characteristics such as inventory costs, set-up times, lot sizing, or maintenance. This edited volume considers the specifics of just-in-time systems. It provides knowledge and insights on recent advances in scheduling theory where just-in-time aspects are considered. Contributions on models, theory, algorithms, and applications, that bring the theory up-to-date on the state-of-the-art of JIT systems are presented. Professionals, researchers and graduate students will find this book useful.

Solving Computationally Expensive Engineering Problems

Solving Computationally Expensive Engineering Problems PDF Author: Slawomir Koziel
Publisher: Springer
ISBN: 3319089854
Category : Mathematics
Languages : en
Pages : 339

Book Description
Computational complexity is a serious bottleneck for the design process in virtually any engineering area. While migration from prototyping and experimental-based design validation to verification using computer simulation models is inevitable and has a number of advantages, high computational costs of accurate, high-fidelity simulations can be a major issue that slows down the development of computer-aided design methodologies, particularly those exploiting automated design improvement procedures, e.g., numerical optimization. The continuous increase of available computational resources does not always translate into shortening of the design cycle because of the growing demand for higher accuracy and necessity to simulate larger and more complex systems. Accurate simulation of a single design of a given system may be as long as several hours, days or even weeks, which often makes design automation using conventional methods impractical or even prohibitive. Additional problems include numerical noise often present in the simulation data, possible presence of multiple locally optimum designs, as well as multiple conflicting objectives. In this edited book, various techniques that can alleviate solving computationally expensive engineering design problems are presented. One of the most promising approaches is the use of fast replacement models, so-called surrogates, that reliably represent the expensive, simulation-based model of the system/device of interest but they are much cheaper and analytically tractable. Here, a group of international experts summarize recent developments in the area and demonstrate applications in various disciplines of engineering and science. The main purpose of the work is to provide the basic concepts and formulations of the surrogate-based modeling and optimization paradigm, as well as discuss relevant modeling techniques, optimization algorithms and design procedures. Therefore, this book should be useful to researchers and engineers from any discipline where computationally heavy simulations are used on daily basis in the design process.

An Efficient Relax-and-Solve Heuristic for Open-Shop Scheduling Problem to Minimize Total Weighted Earliness-Tardiness

An Efficient Relax-and-Solve Heuristic for Open-Shop Scheduling Problem to Minimize Total Weighted Earliness-Tardiness PDF Author: Mohammad Mahdi Ahmadian
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

Book Description
An open-shop scheduling problem to minimize the total weighted earliness-tardiness of job-on-machine operations is studied. Each operation has its own due date, earliness weight and tardiness weight. An efficient relax-and-solve heuristic is developed. A feature that makes the proposed heuristic distinctive from the existing heuristics of this kind is that it operates by iterative relaxation and optimization of a series of sub-problems. Performance of the proposed heuristic is verified on a set of 72 benchmark instances with up to 200 operations, adapted from the literature on a similar job-shop scheduling problem. The heuristic delivers best solutions for nearly 71 % of the instances (i.e., 51 out of 72 instances), including the best solution for all instances with 150 and 200 operations. Its running time is around three minutes, while CLPEX was run for 30 minutes.