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Books > Science & Mathematics > Mathematics > Optimization > Linear programming
Linear programming (LP), as a specific case of mathematical programming, has been widely encountered in a broad class of scientific disciplines and engineering applications. In view of its fundamental role, the solution of LP has been investigated extensively for the past decades. Due to the parallel-distributed processing nature and circuit-implementation convenience, the neurodynamic solvers based on recurrent neural network (RNN) have been regarded as powerful alternatives to online computation. This book discusses how linear programming is used to plan and schedule the workforce in an emergency room; the neurodynamic solvers, robotic applications, and solution non-uniqueness of linear programming; the mathematical equivalence of simple recourse and chance constraints in linear stochastic programming; and provides a decomposable linear programming model for energy supply chains.
This comprehensive introduction to analyzing linear models with the SAS System examines the features and capabilities of the REG, ANOVA and GLM procedures. Readers will learn how to apply the appropriate procedure to data analysis problems and understand PROC GLM output. In-depth discussions are also included on multivariate linear models, lack-of-fit analysis, covariance and heterogeneity of slopes, a classification with both crossed and nested effects, and analysis of variance for balanced data.
2013 Reprint of 1958 Edition. Full facsimile of the original edition, not reproduced with Optical Recognition Software. A series of lectures on the role of nonlinear processes in physics, mathematics, electrical engineering, physiology, and communication theory. From the preface: "For some time I have been interested in a group of phenomena depending upon random processes. One the one hand, I have recorded the random shot effect as a suitable input for testing nonlinear circuits. On the other hand, for some of the work that Professor W. A. Rosenblith and I have been doing concerning the nature of the electroencephalogram, and in particular of the alpha rhythm, it has occurred to me to use the model of a system of random nonlinear oscillators excited by a random input. . . . At the beginning we had contemplated a series of only four or five lectures. My ideas developed pari passu with the course, and by the end of the term we found ourselves with a set of fifteen lectures. The last few of these were devoted to the application of my ideas to problems in the statistical mechanics of gases. This work is both new and tentative, and I found that I had to supplement my course by the writing over of these with the help of Professer Y. W. Lee. "
Linear programming is an extremely useful area of applied mathematics and is used on a daily basis by many industries. Most books on linear programming require an in depth knowledge of linear algebra in their exposition, making the subject matter inaccessible to the average reader. This second edition continues the presentation of the subject from a very elementary point of view, using as a foundation just a basic knowledge of high school algebra. The author manages to go into great depth with these minimal prerequisites, and helps the reader understand even some of the most subtle aspects of the subject. This is accomplished by weaving some of the more difficult ideas into informal proofs, with the result that the reader often doesn't even know he or she is reading very difficult material. Some formal proofs are included, and even these are often broken down into small steps to give them clarity. The reader who gets through the whole book will have a strong knowledge of linear programming and also a good basic knowledge of the related areas of game theory, integer programming, goal programming, network analysis, and dynamic programming. This book can be (and has been) used as a primary text for a course in linear programming and related topics. It can also be used for self study by the person who wants to know more about this fascinating and very useful subject. Exercises have been carefully chosen to illustrate a broad range of applications that occur in practice leaving the reader with an appreciation of the wide applicability of this subject to real life problems. Also, solutions to many of the exercises are given, making this an ideal book for the person who is studying this subject independently. A limited number of examination copies are available for instructors who wish to consider this book for adoption. Please contact the author at [email protected] to receive one.
Clear and comprehensive, this volume introduces theoretical,
computational, and applied concepts and is useful both as text and
as a reference book. Considerations of theoretical and
computational methods include the general linear programming
problem, the simplex computational procedure, the revised simplex
method, more. Examples and exercises with selected answers appear
in every chapter. 1995 edition.
Linear programming finds the least expensive way to meet given needs with available resources. Its results are used in every area of engineering and commerce: agriculture, oil refining, banking, and air transport. Authors Kolman and Beck present the basic notions of linear programming and illustrate how they are used to solve important common problems. The software on the included disk leads students step-by-step through the calculations. The Second Edition is completely revised and provides additional review material on linear algebra as well as complete coverage of elementary linear programming. Other topics covered include: the Duality Theorem; transportation problems; the assignment problem; and the maximal flow problem. New figures and exercises are provided and the authors have updated all computer applications. Thecompanion website on www.elsevierdirect.comcontains the student-oriented linear programming code SMPX, written by Professor Evar Nering of Arizona State University. The authors also recommend inexpensive linear programming software for personal computers. Please note the previous printing included a disk attached to the back of the book. The material is now only available on the companion website - http:
//www.elsevierdirect.com/product.jsp?isbn=9780124179103 * More review material on linear algebra * Elementary linear programming covered more efficiently * Presentation improved, especially for the duality theorem, transportation problems, the assignment problem, and the maximal flow problem * New figures and exercises * Computer applications updated * Companion website on www.elsevierdirect.com with the student-oriented linear programming code SMPX, written by Professor Evar Nering of Arizona State University * New guide to inexpensive linear programming software for personal computers Please note the previous printing included a disk attached to the back of the book. The material is now only available on the companion website - http: //www.elsevierdirect.com/product.jsp?isbn=9780124179103"
A comprehensive, up-to-date text on linear programming. Covers all practical modeling, mathematical, geometrical, algorithmic, and computational aspects. Surveys recent developments in the field, including the Ellipsoid method. Includes extensive examples and exercises. Designed for advanced undergraduates or graduates majoring in engineering, mathematics, or business administration.
Dieses Buch bietet eine Einfuhrung in angewandte Optimierungssysteme fur wirtschaftswissenschaftliche Anwendungen. Es konzentriert sich methodisch auf den praxisrelevanten Bereich der linearen und gemischt-ganzzahligen Optimierung sowie auf weitere bewahrte Methodiken, wie heuristische Verfahren und Simulation. Neben der Auffuhrung wichtiger Modelleigenschaften und Losungsmethoden werden Techniken der Modellierung praktischer Aufgabenstellungen besprochen. Wichtige Netzwerkkmodelle, wie kurzeste Wege, Flussmodelle mit minimalen Kosten sowie Tourenplanungs- und Standortplanungsmodelle werden zusammen mit Anwendungen in der Transportlogistik fur den Personen- und Guterverkehr diskutiert. Die Darstellung wird durch zahlreiche Praxisbeispiele, unter anderem aus Projekten der Autoren, abgerundet.
This monograph is aimed at presenting smooth and unified generalized fractional programming (or a program with a finite number of constraints). Under the current interdisciplinary computer-oriented research environment, these programs are among the most rapidly expanding research areas in terms of its multi-facet applications and empowerment for real world problems that can be handled by transforming them into generalized fractional programming problems. Problems of this type have been applied for the modeling and analysis of a wide range of theoretical as well as concrete, real world, practical problems. More specifically, generalized fractional programming concepts and techniques have found relevance and worldwide applications in approximation theory, statistics, game theory, engineering design (earthquake-resistant design of structures, design of control systems, digital filters, electronic circuits, etc.), boundary value problems, defect minimization for operator equations, geometry, random graphs, graphs related to Newton flows, wavelet analysis, reliability testing, environmental protection planning, decision making under uncertainty, geometric programming, disjunctive programming, optimal control problems, robotics, and continuum mechanics, among others. It is highly probable that among all industries, especially for the automobile industry, robots are about to revolutionize the assembly plants forever. That would change the face of other industries toward rapid technical innovation as well. The main focus of this monograph is to empower graduate students, faculty and other research enthusiasts for more accelerated research advances with significant applications in the interdisciplinary sense without borders. The generalized fractional programming problems have a wide range of real-world problems, which can be transformed in some sort of a generalized fractional programming problem. Consider fractional programs that arise from management decision science; by analyzing system efficiency in an economical sense, it is equivalent to maximizing system efficiency leading to fractional programs with occurring objectives: Maximizing productivity; Maximizing return on investment; Maximizing return/ risk; Minimizing cost/time; Minimizing output/input. The authors envision that this monograph will uniquely present the interdisciplinary research for the global scientific community (including graduate students, faculty, and general readers). Furthermore, some of the new concepts can be applied to duality theorems based on the use of a new class of multi-time, multi-objective, variational problems as well.
La proposta nasce dalla constatazione dell'importanza dell'approccio quantitativo a problemi di rilevanza quotidiana in molte realta industriali. L'opera, oltre a proporre modelli di riferimento, vuole promuovere la comprensione degli stessi e degli approcci formali ad essi collegati attraverso costanti riferimenti a reali pratiche di pianificazione e gestione. Il panorama editoriale italiano non sembra offrire nell'ambito del business management un'opera avente questo stesso indirizzo. L'esperienza acquisita dagli autori nei rapporti professionali con diverse realta industriali e alla base della qualita complessiva dell'opera. Gli obiettivi principali sono: presentare modelli di ottimizzazione tratti o ispirati da casi di studio concreti nell'ambito industriale, manifatturiero e logistico; illustrare alcuni dei principali approcci di modellazione matematica ai problemi di rilevanza industriale; costituire materiale didattico integrativo per corsi a livello universitario ed avanzato.
Das vorliegende Lehrbuch gibt eine umfassende und didaktische Darstellung der Modellierung und Dynamik des Strassenverkehrs. Es erschliesst Studenten dieses anschauliche und faszinierende Gebiet, welches bisher nur in der englischsprachigen Originalliteratur dargestellt wurde. Zahlreiche Abbildungen und geloste Ubungsaufgaben tragen zum Verstandnis bei. Das Buch richtet sich an Physik- und Verkehrsingenieurstudenten mit interdisziplinarer Ausrichtung sowie allgemein an Studierende der Informatik, Mathematik und technischer Richtungen. Nach einer Darstellung der verschiedene Kategorien von Verkehrsdaten werden im Hauptteil die Einflussfaktoren der Stauentstehung und Verkehrsinstabilitaten wie Stop-and-Go-Verkehr mit mathematischen Modellen analysiert. Der Verkehr wird dabei entweder makroskopisch als Fluss beschrieben, oder mikroskopisch als Vielteilchenmodell, wobei jedes Teilchen einen Fahrer bzw. ein Fahrzeug darstellt. Im letzten Teil des Werkes werden ausgewahlte Anwendungen der dargestellten Konzepte und Methoden dargestellt, insbesondere Verkehrslageschatzung und Verkehrstelematik, Verkehrsmanagement, sowie eine detaillierte Kraftstoffverbrauchs- und Emissionsberechnung."
Il testo intende fornire un introduzione alla teoria della misura e all analisi funzionale. E in particolare pensato per i corsi universitari triennali e della laurea Specialistica in Matematica e Ingegneria. L'impostazione della teoria della misura e di tipo astratto, intesa ad arrivare rapidamente al classico teorema di estensione delle funzioni d'insieme sigma-additive, strumento di uso frequentissimo in probabilita. Essa presuppone una qualche conoscenza dell'integrale di Lebesgue in spazi euclidei, anche se la costruzione di quest'ultimo viene richiamata nel testo insieme alle sue proprieta fondamentali. Gli argomenti tipici della teoria dell'integrazione sono sviluppati in modo piuttosto approfondito, cercando laddove possibile di dedurre anche risultati classici dalla moderna impostazione della teoria. Ad esempio, il teorema di approssimazione di Weierstrass per funzioni continue e ottenuto applicando le proprieta del prodotto di convoluzione. La parte di analisi funzionale e davvero introduttiva: si studiano proprieta di base degli spazi di Hilbert e di Banach, con una certa enfasi sugli aspetti geometrici degli spazi infinito-dimensionali. A questo scopo abbiamo curato abbastanza a fondo la parte riguardante gli spazi l "piccolo" p che spiegano rapidamente i fenomeni nuovi che si presentano in dimensione infinita. Il testo presenta inoltre una coda di argomenti avanzati che comprende la teoria della funzioni BV e AC con applicazioni agli integrali semplici del calcolo delle variazioni (esistenza alla Tonelli, equazioni di Eulero, etc.). Il testo inoltre propone una ricca varieta di esempi ed esercizi, per i quali si forniscono spesso suggerimenti generosi.
Les buts principaux de cet ouvrage qui comble un vide sont de: - donner les concepts et r sultats fondamentaux sur les ensembles ordonn?'s finis, - pr senter leurs usages dans des domaines vari?'s (de la RO ou l IA la micro- conomie), - signaler un certain nombre de r sultats et de recherches en cours.
L'objectif et l'originalite de ce livre est de presenter les
differents aspects et methodes utilises dans la resolution des
problemes d'optimisation stochastique avec en vue des applications
plus specifiques a la finance: gestion de portefeuille, couverture
d'options, investissement optimal.
Das Buch gibt eine Einfuhrung in zentrale Konzepte und Methoden der Nichtlinearen Optimierung. Es ist aus Vorlesungen der Autoren an der TU Munchen, der TU Darmstadt und der Universitat Hamburg entstanden. Der Inhalt des Buches wurde insbesondere auf mathematische Bachelorstudiengange zugeschnitten und hat sich als Basis entsprechender Vorlesungen sowie fur eine anschlieende Vertiefung im Bereich der Optimierung bewahrt. Der Umfang entspricht zwei zweistundigen oder einer vierstundigen Vorlesung, wobei etwa in gleichem Umfang sowohl unrestringierte Optimierungsprobleme als auch Optimierungsprobleme mit Nebenbedingungen behandelt werden. Im Teil uber die unrestringierte Optimierung werden sowohl Trust-Region- als auch Liniensuch-Methoden zur Globalisierung behandelt. Fur letztere wird ein ebenso leistungsfahiges wie intuitives Konzept der zulassigen Suchrichtungen und Schrittweiten entwickelt. Die schnelle lokale Konvergenz Newton-artiger Verfahren und ihre Globalisierung sind weitere wichtige Themengebiete. Das Kapitel uber restringierte Optimierung entwickelt notwendige und hinreichende Optimalitatsbedingungen und geht auf wichtige numerische Verfahren, insbesondere Sequential Quadratic Programming, Penalty- und Barriereverfahren ein. Der Bezug von Barriereverfahren zu den aktuell intensiv untersuchten Innere-Punkte-Verfahren wird ebenfalls hergestellt.
a žAlle Wege fA1/4hren nach Rom!" Aber welcher ist der beste a " wie findet mein Navi den Weg A1/4berhaupt? Und was ist mit einer Rundreise durch Europas HauptstAdte? Diese Fragen bilden nur einen kleinen Teilaspekt der Themen dieses Buches. Anhand vieler Praxissituationen werden die Begriffe der Graphentheorie und Netzwerkoptimierung eingefA1/4hrt und die aufgeworfenen Probleme anschlieAend mit Hilfe von Algorithmen gelAst. Das Buch richtet sich an Studierende der Mathematik und Informatik in den ersten Semestern sowie an interessierte Praktiker. Es enthAlt eine Vielzahl an Anwendungsbeispielen sowie wichtige in der Praxis relevanten Algorithmen mit dem Beweis ihrer OptimalitAt. Spezielle mathematische Vorkenntnisse sind nicht erforderlich: SAmtliche Begriffe und Methoden werden auf verstAndliche Weise eingefA1/4hrt. Das so erworbene Wissen kann anhand zahlreicher Aoebungsaufgaben und deren LAsungen vertieft und A1/4berprA1/4ft werden.
Conception optimale des structures est une introduction a la conception optimale de structures, appelee aussi optimisation de formes. Il est principalement destine a un public mixte de mathematiciens appliques et de mecaniciens que relient un meme interet pour les applications numeriques."
La publicacion no es unicamente un libro de ejercicios resueltos de programacion lineal para estudiantes, sino una fuente de informacion e incluso, en cierto modo, puede hablarse de una metodologia para la resolucion de dichos ejercicios, de interes tanto para estudiantes como para profesionales que en su trabajo lleven a cabo actividades de optimizacion tanto en el ambito de la empresa privada como en las administraciones publicas. Ha sido planificado para su utilizacion por personas con conocimientos de programacion lineal, primordialmente para facilitar el aprendizaje de los conceptos y procedimientos de formulacion y resolucion de modelos de programacion lineal de los estudiantes de dicha materia en las diversas Facultades y Escuelas Tecnicas en las que se imparte. Su finalidad es eminentemente didactica, y unicamente por razones pedagogicas se justifica la presente publicacion.
This self-contained book provides the reader with a comprehensive presentation of recent investigations on operator theory over non-Archimedean Banach and Hilbert spaces. This includes, non-archimedean valued fields, bounded and unbounded linear operators, bilinear forms, functions of linear operators and one-paramter families of bounded linear operators on free branch spaces.
Der erste Band der Reihe Chemie-Basiswissen vermittelt die allgemeinen Grundlagen der Chemie fur Bachelor-Studiengange sowie fur Studierende des hoheren Lehramts. Die Autoren prasentieren die am Curriculum orientierte Stoffauswahl in kurzer und ubersichtlicher Form und in einem lernfreundlichen Layout. In der 10. Auflage sind die Inhalte noch genauer auf die Bedurfnisse der Studierenden zugeschnitten. Zu der fur das Hauptfach Chemie daruber hinaus erforderlichen Chemie der Elemente ist jetzt ein eigener, vierter Band erschienen. "
Nel volume vengono descritti e analizzati gli algoritmi di ottimizzazione non vincolata maggiormente noti e quelli studiati pi di recente e proposti nella letteratura specialistica. Particolare attenzione viene data alle propriet teoriche di convergenza degli algoritmi descritti e agli aspetti numerici e computazionali ad essi connessi. La stesura del testo tale da renderlo adatto sia a un lettore che intenda acquisire una preparazione di base delle metodologie di ottimizzazione non vincolata, sia a un lettore che abbia gi competenze generali di ottimizzazione e che voglia approfondire specifici argomenti. I concetti matematici di base sono riportati nelle appendici con il fine di presentare una trattazione degli argomenti autocontenuta.
A comprehensive and rigorous introduction to optimization and approximation, including many exercises and examples. |
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