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Applying Particle Swarm Optimization to Dynamic Lot Sizing with Batch Ordering

Applying Particle Swarm Optimization to Dynamic Lot Sizing with Batch Ordering PDF Author: Ahmad Hassan Sayed Aly
Publisher:
ISBN:
Category : Configuration space
Languages : en
Pages : 512

Book Description
This research investigates the applicability of particle Swarm optimization (PSO) to the dynamic lot sizing problem with batch ordering.

Applying Particle Swarm Optimization to Dynamic Lot Sizing with Batch Ordering

Applying Particle Swarm Optimization to Dynamic Lot Sizing with Batch Ordering PDF Author: Ahmad Hassan Sayed Aly
Publisher:
ISBN:
Category : Configuration space
Languages : en
Pages : 512

Book Description
This research investigates the applicability of particle Swarm optimization (PSO) to the dynamic lot sizing problem with batch ordering.

Data Analytics and Artificial Intelligence for Inventory and Supply Chain Management

Data Analytics and Artificial Intelligence for Inventory and Supply Chain Management PDF Author: Dinesh K. Sharma
Publisher: Springer Nature
ISBN: 9811963371
Category : Business & Economics
Languages : en
Pages : 293

Book Description
This book considers new analytics and AI approaches in the areas of inventory control, logistics, and supply chain management. It provides valuable insights for the retailers and managers to improve business operations and make more realistic and better decisions. It also offers a number of smartly designed strategies related to inventory control and supply chain management for the optimal ordering and delivery policies. The book further uses detailed models and AI computing approaches for demand forecasting to planning optimization and digital execution tracking. One of its key features is use of real-life examples, case studies, practical models to ensure adoption of new solutions, data analytics, and AI-lead automation methodologies are included.The book can be utilized by retailers and managers to improve business operations and make more accurate and realistic decisions. The AI-based solution, agnostic assessment, and strategy will support the companies for better alignment and inventory control and capabilities to create a strategic road map for supply chain and logistics. The book is also useful for postgraduate students, researchers, and corporate executives. It addresses novel solutions for inventory to real-world supply chain and logistics that retailers, practitioners, educators, and scholars will find useful. It provides the theoretical and applicable subject matters for the senior undergraduate and graduate students, researchers, practitioners, and professionals in the area of artificial intelligent computing and its applications in inventory and supply chain management, inventory control, and logistics.

Applying Particle Swarm Optimization to the Multi-level Lot Sizing Problem

Applying Particle Swarm Optimization to the Multi-level Lot Sizing Problem PDF Author: Sarah Mohsen Mohy Eldin El-Said
Publisher:
ISBN:
Category : Configuration space
Languages : en
Pages : 114

Book Description
"This thesis investigates the potential of applying particle swarm optimization (PSO) to the multi-level lot sizing problem".

Advances in Applied Mechanical Engineering

Advances in Applied Mechanical Engineering PDF Author: Hari Kumar Voruganti
Publisher: Springer Nature
ISBN: 9811512019
Category : Science
Languages : en
Pages : 1161

Book Description
This book presents select peer reviewed proceedings of the International Conference on Applied Mechanical Engineering Research (ICAMER 2019). The books examines various areas of mechanical engineering namely design, thermal, materials, manufacturing and industrial engineering covering topics like FEA, optimization, vibrations, condition monitoring, tribology, CFD, IC engines, turbo-machines, automobiles, manufacturing processes, machining, CAM, additive manufacturing, modelling and simulation of manufacturing processing, optimization of manufacturing processing, supply chain management, and operations management. In addition, recent studies on composite materials, materials characterization, fracture and fatigue, advanced materials, energy storage, green building, phase change materials and structural change monitoring are also covered. Given the contents, this book will be useful for students, researchers and professionals working in mechanical engineering and allied fields.

Advances in Sustainable and Competitive Manufacturing Systems

Advances in Sustainable and Competitive Manufacturing Systems PDF Author: Américo Azevedo
Publisher: Springer Science & Business Media
ISBN: 331900557X
Category : Technology & Engineering
Languages : en
Pages : 1644

Book Description
The proceedings includes the set of revised papers from the 23rd International Conference on Flexible Automation and Intelligent Manufacturing (FAIM 2013). This conference aims to provide an international forum for the exchange of leading edge scientific knowledge and industrial experience regarding the development and integration of the various aspects of Flexible Automation and Intelligent Manufacturing Systems covering the complete life-cycle of a company’s Products and Processes. Contents will include topics such as: Product, Process and Factory Integrated Design, Manufacturing Technology and Intelligent Systems, Manufacturing Operations Management and Optimization and Manufacturing Networks and MicroFactories.

Quantitative Modelling in Marketing and Management (second Edition)

Quantitative Modelling in Marketing and Management (second Edition) PDF Author: Luiz E. T. Al MOUTINHO
Publisher: World Scientific
ISBN: 9814696358
Category : Business & Economics
Languages : en
Pages : 569

Book Description
"The field of marketing and management has undergone immense changes over the past decade. These dynamic changes are driving an increasing need for data analysis using quantitative modelling. Problem solving using the quantitative approach and other models has always been a hot topic in the fields of marketing and management. Quantitative modelling seems admirably suited to help managers in their strategic decision making on operations management issues. In social sciences, quantitative research refers to the systematic empirical investigation of social phenomena via statistical, mathematical or computational techniques. The first edition of "Quantitative Modelling in Marketing and Management" focused on the description and applications of many quantitative modelling approaches applied to marketing and management. The topics ranged from fuzzy logic and logical discriminant models to growth models and k-clique models. The second edition follows the thread of the first one by covering a myriad of techniques and applications in the areas of statistical, computer, mathematical as well as other novel nomothetic methods. It greatly reinforces the areas of computer, mathematical and other modeling tools that are designed to bring a level of awareness and knowledge among academics and researchers in marketing and management, so that there is an increase in the application of these new approaches that will be embedded in future scholarly output."--

Computational Intelligence in Logistics and Supply Chain Management

Computational Intelligence in Logistics and Supply Chain Management PDF Author: Thomas Hanne
Publisher: Springer
ISBN: 3319407228
Category : Business & Economics
Languages : en
Pages : 190

Book Description
This book deals with complex problems in the fields of logistics and supply chain management and discusses advanced methods, especially from the field of computational intelligence (CI), for solving them. The first two chapters provide general introductions to logistics and supply chain management on the one hand, and to computational intelligence on the other hand. The subsequent chapters cover specific fields in logistics and supply chain management, work out the most relevant problems found in those fields, and discuss approaches for solving them. Chapter 3 discusses problems in the field of production and inventory management. Chapter 4 considers planning activities on a finer level of granularity which is usually denoted as scheduling. In chapter 5 problems in transportation planning such as different types of vehicle routing problems are considered. While chapters 3 to 5 rather discuss planning problems which appear on an operative level, chapter 6 discusses the strategic problem of designing a supply chain or network. The final chapter provides an overview of academic and commercial software and information systems for the discussed applications. There appears to be a gap between general textbooks on logistics and supply chain management and more specialized literature dealing with methods for computational intelligence, operations research, etc., for solving the complex operational problems in these fields. For readers, it is often difficult to proceed from introductory texts on logistics and supply chain management to the sophisticated literature which deals with the usage of advanced methods. This book fills this gap by providing state-of-the-art descriptions of the corresponding problems and suitable methods for solving them.

Particle Swarm Optimization in Stationary and Dynamic Environments

Particle Swarm Optimization in Stationary and Dynamic Environments PDF Author: Changhe Li
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description
Inspired by social behavior of bird flocking or fish schooling, Eberhartand Kennedy first developed the particle swarm optimization (PSO) algorithm in 1995. PSO, as a branch of evolutionary computation, has been successfully applied in many research and application areas in the past several years, e.g., global optimization, artificial neural network training, and fuzzy system control, etc ... Especially, for global optimization, PSO has shown its superior advantages and effectiveness. Although PSO is an effective tool for global optimization problems, it shows weakness while solving complex problems (e.g., shifted, rotated, and compositional problems) or dynamic problems (e.g., the moving peak problem and the DF1 function). This is especially true for the original PSO algorithm. In order to improve the performance of PSO to solve complex problems, we present a novel algorithm, called self-learning PSO (SLPSO). In SLPSO, each particle has four different learning strategies to deal with different situations in the search space. The cooperation of the four learning strategies is implemented by an adaptive framework at the individual level, which can enable each particle to choose the optimal learning strategy according to the properties of its own local fitness landscape. This flexible learning mechanism is able to automatically balance the behavior of exploration and exploitation for each particle in the entire search space during the whole running process. Another major contribution of this work is to adapt PSO to dynamic environments, we propose an idea that applies hierarchical clustering techniques to generate multiple populations. This idea is the first attempt to solve some open issues when using multiple population methods in dynamic environments, such as, how to define the size of search region of a sub-population, how many individuals are needed in each sub-population, and how many sub-populations are needed, etc. Experimental study has shown that this idea is effective to locate and track multiple peaks in dynamic environments.

Dynamic Lot Sizing with Batch Ordering Using Simulated Annealing

Dynamic Lot Sizing with Batch Ordering Using Simulated Annealing PDF Author: Ahmed Ibrahim Hassan Aly
Publisher:
ISBN:
Category :
Languages : en
Pages : 144

Book Description


Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics

Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics PDF Author: Vasant, Pandian
Publisher: IGI Global
ISBN: 1466696451
Category : Mathematics
Languages : en
Pages : 999

Book Description
Modern optimization approaches have attracted many research scientists, decision makers and practicing researchers in recent years as powerful intelligent computational techniques for solving several complex real-world problems. The Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics highlights the latest research innovations and applications of algorithms designed for optimization applications within the fields of engineering, IT, and economics. Focusing on a variety of methods and systems as well as practical examples, this book is a significant resource for graduate-level students, decision makers, and researchers in both public and private sectors who are seeking research-based methods for modeling uncertain real-world problems. .