Optimization Technologies A Complete Guide 2019 Edition

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Algorithms for Optimization

Author : Mykel J. Kochenderfer
Publisher : MIT Press
ISBN 13 : 0262039427
Total Pages : 521 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Algorithms for Optimization by : Mykel J. Kochenderfer

Download or read book Algorithms for Optimization written by Mykel J. Kochenderfer and published by MIT Press. This book was released on 2019-03-12 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive introduction to optimization with a focus on practical algorithms for the design of engineering systems. This book offers a comprehensive introduction to optimization with a focus on practical algorithms. The book approaches optimization from an engineering perspective, where the objective is to design a system that optimizes a set of metrics subject to constraints. Readers will learn about computational approaches for a range of challenges, including searching high-dimensional spaces, handling problems where there are multiple competing objectives, and accommodating uncertainty in the metrics. Figures, examples, and exercises convey the intuition behind the mathematical approaches. The text provides concrete implementations in the Julia programming language. Topics covered include derivatives and their generalization to multiple dimensions; local descent and first- and second-order methods that inform local descent; stochastic methods, which introduce randomness into the optimization process; linear constrained optimization, when both the objective function and the constraints are linear; surrogate models, probabilistic surrogate models, and using probabilistic surrogate models to guide optimization; optimization under uncertainty; uncertainty propagation; expression optimization; and multidisciplinary design optimization. Appendixes offer an introduction to the Julia language, test functions for evaluating algorithm performance, and mathematical concepts used in the derivation and analysis of the optimization methods discussed in the text. The book can be used by advanced undergraduates and graduate students in mathematics, statistics, computer science, any engineering field, (including electrical engineering and aerospace engineering), and operations research, and as a reference for professionals.

A Comprehensive Guide to Radiographic Sciences and Technology

Author : Euclid Seeram
Publisher : John Wiley & Sons
ISBN 13 : 1119581834
Total Pages : 243 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis A Comprehensive Guide to Radiographic Sciences and Technology by : Euclid Seeram

Download or read book A Comprehensive Guide to Radiographic Sciences and Technology written by Euclid Seeram and published by John Wiley & Sons. This book was released on 2021-04-06 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Comprehensive Guide to Radiographic Sciences and Technology is a concise review of radiographic physics and imaging, perfect for students preparing for certification examinations such as the American Registry for Radiologic Technologists (ARRT). Aligned with the core radiographic science components of the current American Society of Radiologic Technologists (ASRT) curriculum, this up-to-date resource covers topics including radiation production and characteristics, imaging equipment, digital image acquisition and display, radiation protection, basic principles of computed tomography, and quality control. The guide begins with an overview of the radiographic sciences and technology, followed by detailed descriptions of the major components of digital radiographic imaging systems. Subsequent sections discuss the essential aspects of diagnostic radiography and computed tomography, including basic physics, imaging modalities, digital image processing, quality control, imaging informatics, and basic concepts of radiobiology and radiation protection. Throughout the book, concise chapters summarise the critical knowledge required for effective and efficient imaging of the patient while emphasising the important, yet commonly misunderstood, relationship between radiation dose and image quality. Written by an internationally recognised expert in the field, this invaluable reference and guide: Provides easy access to basic physics, techniques, equipment, and safety guidelines for radiographic imaging Reflects the educational requirements of the American Society of Radiologic Technologists (ASRT), the Canadian Association of Medical Radiation Technologists (CAMRT), the College of Radiographers (CoR), and other radiography societies and associations worldwide Offers a range of pedagogical tools such as chapter outlines, key term definitions, bulleted lists, practical examples, and links to current references and additional resources Includes charts, diagrams, photographs, and x-ray images A Comprehensive Guide to Radiographic Sciences and Technology is required reading for students in programs using ionizing radiation, those preparing for the ARRT and other global radiography certification exams, and practising technologists wanting to refresh their knowledge.

Optimization

Author : Jan Brinkhuis
Publisher : Princeton University Press
ISBN 13 : 1400829364
Total Pages : 683 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Optimization by : Jan Brinkhuis

Download or read book Optimization written by Jan Brinkhuis and published by Princeton University Press. This book was released on 2011-02-11 with total page 683 pages. Available in PDF, EPUB and Kindle. Book excerpt: This self-contained textbook is an informal introduction to optimization through the use of numerous illustrations and applications. The focus is on analytically solving optimization problems with a finite number of continuous variables. In addition, the authors provide introductions to classical and modern numerical methods of optimization and to dynamic optimization. The book's overarching point is that most problems may be solved by the direct application of the theorems of Fermat, Lagrange, and Weierstrass. The authors show how the intuition for each of the theoretical results can be supported by simple geometric figures. They include numerous applications through the use of varied classical and practical problems. Even experts may find some of these applications truly surprising. A basic mathematical knowledge is sufficient to understand the topics covered in this book. More advanced readers, even experts, will be surprised to see how all main results can be grounded on the Fermat-Lagrange theorem. The book can be used for courses on continuous optimization, from introductory to advanced, for any field for which optimization is relevant.

Autodesk 3ds Max 2019: A Comprehensive Guide, 19th Edition

Author : Prof. Sham Tickoo
Publisher : CADCIM Technologies
ISBN 13 : 1640570373
Total Pages : 754 pages
Book Rating : 4.6/5 (45 download)

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Book Synopsis Autodesk 3ds Max 2019: A Comprehensive Guide, 19th Edition by : Prof. Sham Tickoo

Download or read book Autodesk 3ds Max 2019: A Comprehensive Guide, 19th Edition written by Prof. Sham Tickoo and published by CADCIM Technologies. This book was released on 2018-07-19 with total page 754 pages. Available in PDF, EPUB and Kindle. Book excerpt: Autodesk 3ds Max 2019: A Comprehensive Guide book aims at harnessing the power of Autodesk 3ds Max for modelers, animators, and designers. The book caters to the needs of both the novice and the advanced users of 3ds Max. Keeping in view the varied requirements of the users, the book first introduces the basic features of 3ds Max 2019 and then gradually progresses to cover the advanced 3D models and animations. In this book, two projects based on the tools and concepts covered in the book have been added to enhance the knowledge of users. This book will help you unleash your creativity, thus helping you create stunning 3D models and animations. The book will help the learners transform their imagination into reality with ease. Also, it takes the users across a wide spectrum of animations through progressive examples, numerous illustrations, and ample exercises. Salient Features: Consists of 18 chapters, 1 project, and 1 student project that are organized in a pedagogical sequence covering various aspects of modeling, texturing, lighting, and animation. The author has followed the tutorial approach to explain various concepts of modeling, texturing, lighting, and animation. The first page of every chapter summarizes the topics that are covered in it. Step-by-step instructions that guide the users through the learning process. Additional information is provided throughout the book in the form of notes and tips. Self-Evaluation Test and Review Questions are given at the end of each chapter so that the users can assess their knowledge. Table of Contents Chapter 1: Introduction to Autodesk 3ds Max 2019 Chapter 2: Standard Primitives Chapter 3: Extended Primitives Chapter 4: Working with Architectural Objects Chapter 5: Splines and Extended Splines Chapter 6: Modifying Splines Chapter 7: Materials and Maps Chapter 8: Modifying 3D Mesh Objects Chapter 9: Graphite Modeling Technique Chapter 10: Compound Objects Chapter 11: Modifiers Chapter 12: Lights and Rendering Chapter 13: Animation Basics Chapter 14: Rigid Body Dynamics and Helpers Chapter 15: NURBS Modeling Chapter 16: Systems, Hierarchy, and Kinematics Chapter 17: Particle Systems and Space Warps-I Chapter 18: Particle Systems and Space Warps-II Project 1: Creating a Diner Student Project Index Free Teaching and Learning Resources Technical support by contacting '[email protected]'. Max files used in tutorials, exercises, and illustrations. Customizable PowerPoint presentations of all chapters*. Instructor Guide with solution to all review questions and instructions to create the models for exercises*. Additional learning resources at 'https://3dsmaxexperts.blogspot.com' and 'youtube.com/cadcimtech'. (* For faculty only)

The Definitive Guide to Integrated Supply Chain Management

Author : Brian J. Gibson
Publisher : Pearson Education
ISBN 13 : 0133453928
Total Pages : 256 pages
Book Rating : 4.1/5 (334 download)

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Book Synopsis The Definitive Guide to Integrated Supply Chain Management by : Brian J. Gibson

Download or read book The Definitive Guide to Integrated Supply Chain Management written by Brian J. Gibson and published by Pearson Education. This book was released on 2014 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master supply chain management concepts, components, principles, processes, interactions, and best practices: all the knowledge you need to start designing, implementing, and managing modern supply chains! The Definitive Guide to Integrated Supply Chain Management brings together all the knowledge you need to help companies gain competitive advantage from supply chains. Co-written by a leading supply chain expert and the Council of Supply Chain Management Professionals (CSCMP), this reference provides up-to-the-minute insight into the roles of supply chain management in improving customer service, reducing costs, and improving financial performance. Clearly and concisely, it introduces modern supply chain management best practices that have been proven to work in organizations of many sizes, types, and industries. For all supply chain and operations managers and students; and for other professionals who either practice in the field or work closely with practitioners to solve business problems.

Disruptive Technologies and Optimization Towards Industry 4.0 Logistics

Author : Athanasia Karakitsiou
Publisher : Springer Nature
ISBN 13 : 303158919X
Total Pages : 298 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Disruptive Technologies and Optimization Towards Industry 4.0 Logistics by : Athanasia Karakitsiou

Download or read book Disruptive Technologies and Optimization Towards Industry 4.0 Logistics written by Athanasia Karakitsiou and published by Springer Nature. This book was released on with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Unity Game Optimization

Author : Dr. Davide Aversa
Publisher : Packt Publishing Ltd
ISBN 13 : 1838552294
Total Pages : 393 pages
Book Rating : 4.8/5 (385 download)

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Book Synopsis Unity Game Optimization by : Dr. Davide Aversa

Download or read book Unity Game Optimization written by Dr. Davide Aversa and published by Packt Publishing Ltd. This book was released on 2019-11-29 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get up to speed with a series of performance-enhancing coding techniques and methods that will help you improve the performance of your Unity applications Key FeaturesOptimize graphically intensive games using the latest features of Unity such as Entity Component System (ECS) and the Burst compilerExplore techniques for solving performance issues with your VR projectsLearn best practices for project organization to save time through an improved workflowBook Description Unity engine comes with a great set of features to help you build high-performance games. This Unity book is your guide to optimizing various aspects of your game development, from game characters and scripts, right through to animations. You’ll explore techniques for writing better game scripts and learn how to optimize a game using Unity technologies such as ECS and the Burst compiler. The book will also help you manage third-party tooling used with the Unity ecosystem. You’ll also focus on the problems in the performance of large games and virtual reality (VR) projects in Unity, gaining insights into detecting performance issues and performing root cause analysis. As you progress, you’ll discover best practices for your Unity C# script code and get to grips with usage patterns. Later, you’ll be able to optimize audio resources and texture files, along with effectively storing and using resource files. You’ll then delve into the Rendering Pipeline and learn how to identify performance problems in the pipeline. In addition to this, you’ll learn how to optimize the memory and processing unit of Unity. Finally, you’ll cover tips and tricks used by Unity professionals to improve the project workflow. By the end of this book, you’ll have developed the skills you need to build interactive games using Unity and its components. What you will learnApply the Unity Profiler to find bottlenecks in your app, and discover how to resolve themDiscover performance problems that are critical for VR projects and learn how to tackle themEnhance shaders in an accessible way, optimizing them with subtle yet effective performance tweaksUse the physics engine to keep scenes as dynamic as possibleOrganize, filter, and compress art assets to maximize performance while maintaining high qualityUse the Mono framework and C# to implement low-level enhancements that maximize memory usage and prevent garbage collectionWho this book is for The book is intended for intermediate Unity game developers who wants to maximize the performance of their game. The book assumes familiarity with C# programming.

Omics Technologies Toward Systems Biology

Author : Fatemeh Maghuly
Publisher : Frontiers Media SA
ISBN 13 : 288971568X
Total Pages : 218 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Omics Technologies Toward Systems Biology by : Fatemeh Maghuly

Download or read book Omics Technologies Toward Systems Biology written by Fatemeh Maghuly and published by Frontiers Media SA. This book was released on 2022-01-24 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Business Intelligence

Author : Carlo Vercellis
Publisher : John Wiley & Sons
ISBN 13 : 1119965470
Total Pages : 314 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Business Intelligence by : Carlo Vercellis

Download or read book Business Intelligence written by Carlo Vercellis and published by John Wiley & Sons. This book was released on 2011-08-10 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: Business intelligence is a broad category of applications and technologies for gathering, providing access to, and analyzing data for the purpose of helping enterprise users make better business decisions. The term implies having a comprehensive knowledge of all factors that affect a business, such as customers, competitors, business partners, economic environment, and internal operations, therefore enabling optimal decisions to be made. Business Intelligence provides readers with an introduction and practical guide to the mathematical models and analysis methodologies vital to business intelligence. This book: Combines detailed coverage with a practical guide to the mathematical models and analysis methodologies of business intelligence. Covers all the hot topics such as data warehousing, data mining and its applications, machine learning, classification, supply optimization models, decision support systems, and analytical methods for performance evaluation. Is made accessible to readers through the careful definition and introduction of each concept, followed by the extensive use of examples and numerous real-life case studies. Explains how to utilise mathematical models and analysis models to make effective and good quality business decisions. This book is aimed at postgraduate students following data analysis and data mining courses. Researchers looking for a systematic and broad coverage of topics in operations research and mathematical models for decision-making will find this an invaluable guide.

Mastering AWS Cost Optimization

Author : Eli Mansoor
Publisher :
ISBN 13 : 9789655728033
Total Pages : 0 pages
Book Rating : 4.7/5 (28 download)

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Book Synopsis Mastering AWS Cost Optimization by : Eli Mansoor

Download or read book Mastering AWS Cost Optimization written by Eli Mansoor and published by . This book was released on 2019 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book Mastering AWS Cost Optimization is intended to support you in overcoming one of the top challenges that organizations face in their journey towards public cloud: the challenge of cost control and optimization. Reading this book will give you a better understanding of both the technical and operational aspects of the process. This ensures that you will succeed in taking advantage of advanced technology for building innovative products, while doing so in an optimized and cost-effective manner. This book contains many proven technical, operational, and applications-related best practices. All are real-life best practices that were implemented in the efforts of controlling and reducing the costs of our own cloud infrastructure as well as that of our customers. What You Will Learn? • Amazon's Compute (EC2, Lambda, Container Services), Storage (S3, Glacier, EBS, and EFS), and Networking services pricing models. • Best practices for architecting and operating your cloud environments for cost optimization and efficiency. • How to build applications that are lightweight from the perspective of resource requirements. • How to leverage AWS operational services (Service Catalog, Config, Budgets, Landing Zone, Tagging, CloudWatch, and others) for ensuring continuous governance and on-going cost efficiency. The KAOTM Methodology We have developed the KAOTM (Knowledge, Architecture, and Operation) methodology to provide a structured approach towards optimizing the costs of any cloud service you will consume - even services not covered within this book. This methodology will lay the foundation needed for addressing any cost-optimization task and provide a structured approach for each optimization effort. Who Should Read this Book? We recommend that everyone involved in a cloud project read this book. This includes those undergoing their first cloud transformation project ("moving workloads to the cloud") through early adopters in "born-to-the-cloud" companies. Why? Because cloud computing represents much more than new technology and tools. The costs of cloud computing are related to new pay-per-use pricing models, new consumption models, new operational methodologies, new tracking and reporting systems, and more. Traditional approaches to cost analysis and optimization simply do not apply to public cloud computing.

Optimizing Growth

Author : Jason Green
Publisher : John Wiley & Sons
ISBN 13 : 1119462223
Total Pages : 240 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis Optimizing Growth by : Jason Green

Download or read book Optimizing Growth written by Jason Green and published by John Wiley & Sons. This book was released on 2018-05-08 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leverage big data and demand into sustainable profitable growth Optimizing Growth is a handbook for how to succeed in the age of big data. Today’s business environment looks dramatically different than it did even a decade ago, and it continues to evolve at an increasing rate; macroeconomic shifts, consumer trends, technological advances, and changing competitive dynamics are accelerating the pace of change, and businesses are struggling to grow amidst the turbulence. This book provides insightful guidance, real-world success stories and practical tools to achieve growth in this new era, utilizing big data to achieve a deeper understanding of demand, customers, competitors, and opportunity. With disruption around every corner, growth now demands innovative new approaches and an improved capacity to meet customer needs; by gaining a stronger grasp of demand, businesses can elevate performance from “survive” to “thrive.” This book provides the approaches, analytics, frameworks, and organizational capabilities required to gain competitive advantage, and describes the new mindset required to leverage these tools into sustainable growth. Develop a deeper understanding of your business’s growth factors Re-sync your thinking to gain greater leverage against disruption Delve deeper into demand, and boost fulfillment capabilities Capture more growth opportunities using precision analytics frameworks The one thing that will never change about business is the goal of growth—but the paths to growth change continuously. New opportunities forge new routes to the top, while others become obsolete—does your company know the difference? The ability to differentiate between fads and genuine evolution is more critical than ever before. Optimizing Growth provides deep knowledge of what’s out there, and a clear framework for forging ahead.

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 179987754X
Total Pages : 1085 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society by : Management Association, Information Resources

Download or read book Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society written by Management Association, Information Resources and published by IGI Global. This book was released on 2020-11-27 with total page 1085 pages. Available in PDF, EPUB and Kindle. Book excerpt: As technology advances, the emergence of 5G has become an essential discussion moving forward as its applications and benefits are expected to enhance many areas of life. The introduction of 5G technology to society will improve communication speed, the efficiency of information transfer, and end-user experience to name only a few of many future improvements. These new opportunities offered by 5G networks will spread across industry, government, business, and personal user experiences leading to widespread innovation and technological advancement. What stands at the very core of 5G becoming an integral part of society is the very fact that it is expected to enrich society in a multifaceted way, enhancing connectivity and efficiency in just about every sector including healthcare, agriculture, business, and more. Therefore, it has been a critical topic of research to explore the implications of this technology, how it functions, what industries it will impact, and the challenges and solutions of its implementation into modern society. Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society is a critical reference source that analyzes the use of 5G technology from the standpoint of its design and technological development to its applications in a multitude of industries. This overall view of the aspects of 5G networks creates a comprehensive book for all stages of the implementation of 5G, from early conception to application in various sectors. Topics highlighted include smart cities, wireless and mobile networks, radio access technology, internet of things, and more. This all-encompassing book is ideal for network experts, IT specialists, technologists, academicians, researchers, and students.

Oracle Performance Survival Guide: A Systematic Approach To Database Optimization

Author : Harrison Guy
Publisher : Pearson Education India
ISBN 13 : 9788131734766
Total Pages : 762 pages
Book Rating : 4.7/5 (347 download)

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Book Synopsis Oracle Performance Survival Guide: A Systematic Approach To Database Optimization by : Harrison Guy

Download or read book Oracle Performance Survival Guide: A Systematic Approach To Database Optimization written by Harrison Guy and published by Pearson Education India. This book was released on 2010-09 with total page 762 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Technologies and Innovation

Author : Rafael Valencia-García
Publisher : Springer Nature
ISBN 13 : 3031456823
Total Pages : 299 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Technologies and Innovation by : Rafael Valencia-García

Download or read book Technologies and Innovation written by Rafael Valencia-García and published by Springer Nature. This book was released on with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Comprehensive Guide to IBPS Bank PO/ MT Preliminary & Main Exams with 4 Online CBTs (9th Edition)

Author : Disha Experts
Publisher : Disha Publications
ISBN 13 : 8194345332
Total Pages : 893 pages
Book Rating : 4.1/5 (943 download)

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Book Synopsis Comprehensive Guide to IBPS Bank PO/ MT Preliminary & Main Exams with 4 Online CBTs (9th Edition) by : Disha Experts

Download or read book Comprehensive Guide to IBPS Bank PO/ MT Preliminary & Main Exams with 4 Online CBTs (9th Edition) written by Disha Experts and published by Disha Publications. This book was released on 2020-02-04 with total page 893 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Concise Guide to Optimization Models and Methods

Author : Xian Wen Ng
Publisher : Springer Nature
ISBN 13 : 303084417X
Total Pages : 132 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Concise Guide to Optimization Models and Methods by : Xian Wen Ng

Download or read book Concise Guide to Optimization Models and Methods written by Xian Wen Ng and published by Springer Nature. This book was released on 2021-11-24 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: This concise text contains the most commonly-encountered examination problems in the topic of Optimization Models and Methods, an important module in engineering and other disciplines where there exists an increasing need to operate optimally and sustainably under constraints, such as tighter resource availability, environmental consideration, and cost pressures. This book is comprehensive in coverage as it includes a diverse spectrum of problems from numerical open-ended questions that probe creative thinking to the relation of concepts to realistic settings. The book adopts many examples of design scenarios as context for curating sample problems. This will help students relate desktop problem-solving to tackling real-world problems. Succinct yet rigorous, with over a 100 pages of problems and corresponding worked solutions presented in detail, the book is ideal for students of engineering, applied science, and market analysis.

Pyomo – Optimization Modeling in Python

Author : William E. Hart
Publisher : Springer Science & Business Media
ISBN 13 : 146143226X
Total Pages : 245 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Pyomo – Optimization Modeling in Python by : William E. Hart

Download or read book Pyomo – Optimization Modeling in Python written by William E. Hart and published by Springer Science & Business Media. This book was released on 2012-02-15 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete and comprehensive reference/guide to Pyomo (Python Optimization Modeling Objects) for both beginning and advanced modelers, including students at the undergraduate and graduate levels, academic researchers, and practitioners. The text illustrates the breadth of the modeling and analysis capabilities that are supported by the software and support of complex real-world applications. Pyomo is an open source software package for formulating and solving large-scale optimization and operations research problems. The text begins with a tutorial on simple linear and integer programming models. A detailed reference of Pyomo's modeling components is illustrated with extensive examples, including a discussion of how to load data from data sources like spreadsheets and databases. Chapters describing advanced modeling capabilities for nonlinear and stochastic optimization are also included. The Pyomo software provides familiar modeling features within Python, a powerful dynamic programming language that has a very clear, readable syntax and intuitive object orientation. Pyomo includes Python classes for defining sparse sets, parameters, and variables, which can be used to formulate algebraic expressions that define objectives and constraints. Moreover, Pyomo can be used from a command-line interface and within Python's interactive command environment, which makes it easy to create Pyomo models, apply a variety of optimizers, and examine solutions. The software supports a different modeling approach than commercial AML (Algebraic Modeling Languages) tools, and is designed for flexibility, extensibility, portability, and maintainability but also maintains the central ideas in modern AMLs.