Download or read book Machine Learning Methods for Planning written by Steven Minton and published by Morgan Kaufmann. This book was released on 2014-05-12 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine Learning Methods for Planning provides information pertinent to learning methods for planning and scheduling. This book covers a wide variety of learning methods and learning architectures, including analogical, case-based, decision-tree, explanation-based, and reinforcement learning. Organized into 15 chapters, this book begins with an overview of planning and scheduling and describes some representative learning systems that have been developed for these tasks. This text then describes a learning apprentice for calendar management. Other chapters consider the problem of temporal credit assignment and describe tractable classes of problems for which optimal plans can be derived. This book discusses as well how reactive, integrated systems give rise to new requirements and opportunities for machine learning. The final chapter deals with a method for learning problem decompositions, which is based on an idealized model of efficiency for problem-reduction search. This book is a valuable resource for production managers, planners, scientists, and research workers.

Download or read book ARPA Rome Laboratory Knowledge based Planning and Scheduling Initiative Workshop Proceedings Tuscon Arizona February 21 24 1994 written by and published by Morgan Kaufmann. This book was released on 1994 with total page 558 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Working Papers Reprints and Other Publications written by University of Illinois at Urbana-Champaign. Bureau of Economic and Business Research and published by . This book was released on 1990 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book BEBR Faculty Working Paper written by and published by . This book was released on 1980 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Integrating Advanced Computer Aided Design Manufacturing and Numerical Control Principles and Implementations written by Xu, Xun and published by IGI Global. This book was released on 2009-01-31 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book presents basic principles of geometric modelling while featuring contemporary industrial case studies"--Provided by publisher.

Download or read book Expert Systems written by Andrew Kusiak and published by . This book was released on 1988 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Precision Product Process Design and Optimization written by Sanjay S. Pande and published by Springer. This book was released on 2018-04-18 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces readers to various tools and techniques for the design of precision, miniature products, assemblies and associated manufacturing processes. In particular, it focuses on precision mechanisms, robotic devices and their control strategies, together with case studies. In the context of manufacturing process, the book highlights micro/nano machining/forming processes using non-conventional energy sources such as lasers, EDM (electro-discharge machining), ECM (electrochemical machining), etc. Techniques for achieving optimum performance in process modeling, simulation and optimization are presented. The applications of various research tools such as FEM (finite element method), neural networks, genetic algorithms, etc. to product-process design and optimization are illustrated through case studies. The state-of-the-art material presented here provides valuable directions for product development and future research work in this area. The contents of this book will be of use to researchers and industry professionals alike.

Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.

Download or read book Manufacturing Competitiveness Frontiers written by and published by . This book was released on 1989-07 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book NASA Technical Memorandum written by and published by . This book was released on 1990 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Multi Objective Machine Learning written by Yaochu Jin and published by Springer Science & Business Media. This book was released on 2007-06-10 with total page 657 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recently, increasing interest has been shown in applying the concept of Pareto-optimality to machine learning, particularly inspired by the successful developments in evolutionary multi-objective optimization. It has been shown that the multi-objective approach to machine learning is particularly successful to improve the performance of the traditional single objective machine learning methods, to generate highly diverse multiple Pareto-optimal models for constructing ensembles models and, and to achieve a desired trade-off between accuracy and interpretability of neural networks or fuzzy systems. This monograph presents a selected collection of research work on multi-objective approach to machine learning, including multi-objective feature selection, multi-objective model selection in training multi-layer perceptrons, radial-basis-function networks, support vector machines, decision trees, and intelligent systems.

Download or read book Integrated Systems Engineering written by G. Johannsen and published by Elsevier. This book was released on 2014-05-23 with total page 451 pages. Available in PDF, EPUB and Kindle. Book excerpt: A key solution for present and future technological problems is an integration systems approach. The challenging cross-discipline of integrated systems engineering is, perhaps, more easily accepted and implemented in the organizational structures of industries than in academia. The opportunity for both sides, leading researchers and industrial practitioners, in this field to exchange ideas, concepts and solutions has been provided at the IFAC symposia on integrated systems engineering. This postprint volume contains all those papers which were presented at the symposia, including the three plenary papers and the papers of the case study session as well as the summaries of the three discussion sessions.

Download or read book Goddard Conference on Space Applications of Artificial Intelligence written by and published by . This book was released on 1989 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Computer Aided and Integrated Manufacturing Systems written by Cornelius T. Leondes and published by World Scientific. This book was released on 2003 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an invaluable five-volume reference on the very broad and highly significant subject of computer aided and integrated manufacturing systems. It is a set of distinctly titled and well-harmonized volumes by leading experts on the international scene. The techniques and technologies used in computer aided and integrated manufacturing systems have produced, and will no doubt continue to produce, major annual improvements in productivity, which is defined as the goods and services produced from each hour of work. This publication deals particularly with more effective utilization of labor and capital, especially information technology systems. Together the five volumes treat comprehensively the major techniques and technologies that are involved. Contents: .: Neural Networks Techniques for the Optical Inspection of Machined Parts (N Guglielmi et al.); Computer Techniques and Applications of Automated Process Planning in Manufacturing Systems (K A Aldakhilallah & R Ramesh); Internet-Based Manufacturing Systems: Techniques and Applications (H Lau); and other articles. Readership: Graduate students, academics, researchers, and industrialists in computer engineering, industrial engineering, mechanical engineering, systems engineering, artificial intelligence and operations management

Download or read book Applications Of Learning And Planning Methods written by Nikolas G Bourbakis and published by World Scientific. This book was released on 1991-03-29 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning and planning are two important topics of artificial intelligence. Learning deals with the algorithmic processes that make a computing machine able to “learn” and improve its performance during the process of complex tasks. Planning on the other hand, deals with decision and construction processes that make a machine capable of constructing an intelligent plan for the solution of a particular complex problem.This book combines both learning and planning methodologies and their applications in different domains. It is divided into two parts. The first part contains seven chapters on the ongoing research work in symbolic and connectionist learning. The second part includes seven chapters which provide the current research efforts in planning methodologies and their application to robotics.

Download or read book Computational Drug Discovery written by Pooja A. Chawla and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-10-07 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational methods and understanding computational models are important in modern drug discovery. The book focuses on computational approaches that can improve the development of in silico methodologies. It includes lead hit methods, docking algorithms, computational chiral compounds, structure-based drug design, GROMACS and NAMD, structural genomics, toxicity prediction, enzyme inhibitors and peptidomimetic therapeutics

Download or read book Production at the Leading Edge of Technology written by Mathias Liewald and published by Springer Nature. This book was released on 2023-02-01 with total page 857 pages. Available in PDF, EPUB and Kindle. Book excerpt: The German Academic Association for Production Technology (WGP) annually invites researchers coming from its institutes and from industry to contribute peer reviewed papers in the field of production technology. This congress proceedings provides recent research results and findings on leading-edge manufacturing processes. Main aim of this scientific congress is to push forward existing borders in production and to provide novel solutions of "Production at the Leading Edge of Manufacturing Technology”. Different sessions were held on the topics • Recent Developments in Manufacturing Processes • Advancements in Production Planning • New Approaches in Machine Learning • Aspects of Resilience of Production Processes • Creating Digital Twins for Production