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An Extended Lagrangian Method

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An Extended Lagrangian Method

An Extended Lagrangian Method Book
Author : Meng-Sing Liou
Publisher : Unknown
Release : 1992
ISBN : 0987650XXX
File Size : 44,7 Mb
Language : En, Es, Fr and De

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An Extended Lagrangian Method Book PDF/Epub Download

Download An Extended Lagrangian Method book written by Meng-Sing Liou and published by with total hardcover pages 28 . Available in PDF, EPUB, and Kindle, read book directly with any devices anywhere and anytime.

New Methods in Computational Quantum Mechanics

New Methods in Computational Quantum Mechanics Book
Author : Ilya Prigogine,Stuart A. Rice
Publisher : John Wiley & Sons
Release : 2009-09-09
ISBN : 0470142057
File Size : 50,7 Mb
Language : En, Es, Fr and De

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New Methods in Computational Quantum Mechanics Book PDF/Epub Download

The use of quantum chemistry for the quantitative prediction of molecular properties has long been frustrated by the technical difficulty of carrying out the needed computations. In the last decade there have been substantial advances in the formalism and computer hardware needed to carry out accurate calculations of molecular properties efficiently. These advances have been sufficient to make quantum chemical calculations a reliable tool for the quantitative interpretation of chemical phenomena and a guide to laboratory experiments. However, the success of these recent developments in computational quantum chemistry is not well known outside the community of practitioners. In order to make the larger community of chemical physicists aware of the current state of the subject, this self-contained volume of Advances in Chemical Physics surveys a number of the recent accomplishments in computational quantum chemistry. This stand-alone work presents the cutting edge of research in computational quantum mechanics. Supplemented with more than 150 illustrations, it provides evaluations of a broad range of methods, including: * Quantum Monte Carlo methods in chemistry * Monte Carlo methods for real-time path integration * The Redfield equation in condensed-phase quantum dynamics * Path-integral centroid methods in quantum statistical mechanics and dynamics * Multiconfigurational perturbation theory-applications in electronic spectroscopy * Electronic structure calculations for molecules containing transition metals * And more Contributors to New Methods in Computational Quantum Mechanics KERSTIN ANDERSSON, Department of Theoretical Chemistry, Chemical Center, Sweden DAVID M. CEPERLEY, National Center for Supercomputing Applications and Department of Physics, University of Illinois at Urbana-Champaign, Illinois MICHAEL A. COLLINS, Research School of Chemistry, Australian National University, Canberra, Australia REINHOLD EGGER, Fakultät für Physik, Universität Freiburg, Freiburg, Germany ANTHONY K. FELTS, Department of Chemistry, Columbia University, New York RICHARD A. FRIESNER, Department of Chemistry, Columbia University, New York MARKUS P. FÜLSCHER, Department of Theoretical Chemistry, Chemical Center, Sweden K. M. HO, Ames Laboratory and Department of Physics, Iowa State University, Ames, Iowa C. H. MAK, Department of Chemistry, University of Southern California, Los Angeles, California PER-ÅKE Malmqvist, Department of Theoretical Chemistry, Chemical Center, Sweden MANUELA MERCHán, Departamento de Química Física, Universitat de Valéncia, Spain LUBOS MITAS, National Center for Supercomputing Applications and Materials Research Laboratory, University of Illinois at Urbana-Champaign, Illinois STEFANO OSS, Dipartimento di Fisica, Università di Trento and Istituto Nazionale di Fisica della Materia, Unità di Trento, Italy KRISTINE PIERLOOT, Department of Chemistry, University of Leuven, Belgium W. THOMAS POLLARD, Department of Chemistry, Columbia University, New York BJÖRN O. ROOS, Department of Theoretical Chemistry, Chemical Center, Sweden LUIS SERRANO-ANDRÉS, Department of Theoretical Chemistry, Chemical Center, Sweden PER E. M. SIEGBAHN, Department of Physics, University of Stockholm, Stockholm, Sweden WALTER THIEL, Institut für Organische Chemie, Universität Zürich, Zürich, Switzerland GREGORY A. VOTH, Department of Chemistry, University of Pennsylvania, Pennsylvania C. Z. Wang, Ames Laboratory and Department of Physi

Variational Methods for Structural Optimization

Variational Methods for Structural Optimization Book
Author : Andrej Cherkaev
Publisher : Springer Science & Business Media
Release : 2000-06-16
ISBN : 9780387984629
File Size : 47,8 Mb
Language : En, Es, Fr and De

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Variational Methods for Structural Optimization Book PDF/Epub Download

This book bridges a gap between a rigorous mathematical approach to variational problems and the practical use of algorithms of structural optimization in engineering applications. The foundations of structural optimization are presented in sufficiently simple form as to make them available for practical use.

An Extended Lagrangian Method

An Extended Lagrangian Method Book
Author : National Aeronautics and Space Administration (NASA)
Publisher : Createspace Independent Publishing Platform
Release : 2018-06-30
ISBN : 9781722070076
File Size : 35,5 Mb
Language : En, Es, Fr and De

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An Extended Lagrangian Method Book PDF/Epub Download

A unique formulation of describing fluid motion is presented. The method, referred to as 'extended Lagrangian method', is interesting from both theoretical and numerical points of view. The formulation offers accuracy in numerical solution by avoiding numerical diffusion resulting from mixing of fluxes in the Eulerian description. Meanwhile, it also avoids the inaccuracy incurred due to geometry and variable interpolations used by the previous Lagrangian methods. Unlike the Lagrangian method previously imposed which is valid only for supersonic flows, the present method is general and capable of treating subsonic flows as well as supersonic flows. The method proposed in this paper is robust and stable. It automatically adapts to flow features without resorting to clustering, thereby maintaining rather uniform grid spacing throughout and large time step. Moreover, the method is shown to resolve multi-dimensional discontinuities with a high level of accuracy, similar to that found in one-dimensional problems. Liou, Meng-Sing Glenn Research Center RTOP 505-62-52...

Extended Finite Element Method

Extended Finite Element Method Book
Author : Amir R. Khoei
Publisher : John Wiley & Sons
Release : 2015-02-23
ISBN : 1118457684
File Size : 46,9 Mb
Language : En, Es, Fr and De

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Extended Finite Element Method Book PDF/Epub Download

Introduces the theory and applications of the extended finite element method (XFEM) in the linear and nonlinear problems of continua, structures and geomechanics Explores the concept of partition of unity, various enrichment functions, and fundamentals of XFEM formulation. Covers numerous applications of XFEM including fracture mechanics, large deformation, plasticity, multiphase flow, hydraulic fracturing and contact problems Accompanied by a website hosting source code and examples

Analytical Mechanics for Relativity and Quantum Mechanics

Analytical Mechanics for Relativity and Quantum Mechanics Book
Author : Oliver Johns
Publisher : OUP Oxford
Release : 2011-05-19
ISBN : 0191001627
File Size : 40,6 Mb
Language : En, Es, Fr and De

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Analytical Mechanics for Relativity and Quantum Mechanics Book PDF/Epub Download

An innovative and mathematically sound treatment of the foundations of analytical mechanics and the relation of classical mechanics to relativity and quantum theory. It presents classical mechanics in a way designed to assist the student's transition to quantum theory.

Numerical Methods for Eulerian and Lagrangian Conservation Laws

Numerical Methods for Eulerian and Lagrangian Conservation Laws Book
Author : Bruno Després
Publisher : Birkhäuser
Release : 2017-07-09
ISBN : 3319503553
File Size : 31,6 Mb
Language : En, Es, Fr and De

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Numerical Methods for Eulerian and Lagrangian Conservation Laws Book PDF/Epub Download

This book focuses on the interplay between Eulerian and Lagrangian conservation laws for systems that admit physical motivation and originate from continuum mechanics. Ultimately, it highlights what is specific to and beneficial in the Lagrangian approach and its numerical methods. The two first chapters present a selection of well-known features of conservation laws and prepare readers for the subsequent chapters, which are dedicated to the analysis and discretization of Lagrangian systems. The text is at the frontier of applied mathematics and scientific computing and appeals to students and researchers interested in Lagrangian-based computational fluid dynamics. It also serves as an introduction to the recent corner-based Lagrangian finite volume techniques.

Frontiers in Computational Fluid Structure Interaction and Flow Simulation

Frontiers in Computational Fluid Structure Interaction and Flow Simulation Book
Author : Tayfun E. Tezduyar
Publisher : Springer
Release : 2018-10-26
ISBN : 3319964690
File Size : 28,5 Mb
Language : En, Es, Fr and De

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Frontiers in Computational Fluid Structure Interaction and Flow Simulation Book PDF/Epub Download

Computational fluid-structure interaction and flow simulation are challenging research areas that bring solution and analysis to many classes of problems in science, engineering, and technology. Young investigators under the age of 40 are conducting much of the frontier research in these areas, some of which is highlighted in this book. The first author of each chapter took the lead role in carrying out the research presented. The topics covered include Computational aerodynamic and FSI analysis of wind turbines, Simulating free-surface FSI and fatigue-damage in wind-turbine structural systems, Aorta flow analysis and heart valve flow and structure analysis, Interaction of multiphase fluids and solid structures, Computational analysis of tire aerodynamics with actual geometry and road contact, and A general-purpose NURBS mesh generation method for complex geometries. This book will be a valuable resource for early-career researchers and students — not only those interested in computational fluid-structure interaction and flow simulation, but also other fields of engineering and science, including fluid mechanics, solid mechanics and computational mathematics – as it will provide them with inspiration and guidance for conducting their own successful research. It will also be of interest to senior researchers looking to learn more about successful research led by those under 40 and possibly offer collaboration to these researchers.

Flexible Spacecraft Dynamics Control and Guidance

Flexible Spacecraft Dynamics  Control and Guidance Book
Author : Leonardo Mazzini
Publisher : Springer
Release : 2015-10-27
ISBN : 3319255401
File Size : 27,9 Mb
Language : En, Es, Fr and De

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Flexible Spacecraft Dynamics Control and Guidance Book PDF/Epub Download

This book is an up-to-date compendium on spacecraft attitude and orbit control (AOC) that offers a systematic and complete treatment of the subject with the aim of imparting the theoretical and practical knowledge that is required by designers, engineers, and researchers. After an introduction on the kinematics of the flexible and agile space vehicles, the modern architecture and functions of an AOC system are described and the main AOC modes reviewed with possible design solutions and examples. The dynamics of the flexible body in space are then considered using an original Lagrangian approach suitable for the control applications of large space flexible structures. Subsequent chapters address optimal control theory, attitude control methods, and orbit control applications, including the optimal orbital transfer with finite and infinite thrust. The theory is integrated with a description of current propulsion systems, with the focus especially on the new electric propulsion systems and state of the art sensors and actuators.

A New Lagrangian Method for Three dimensional Steady Supersonic Flows

A New Lagrangian Method for Three dimensional Steady Supersonic Flows Book
Author : Ching-Yuen Loh
Publisher : Unknown
Release : 1993
ISBN : 0987650XXX
File Size : 35,5 Mb
Language : En, Es, Fr and De

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A New Lagrangian Method for Three dimensional Steady Supersonic Flows Book PDF/Epub Download

Download A New Lagrangian Method for Three dimensional Steady Supersonic Flows book written by Ching-Yuen Loh and published by with total hardcover pages 39 . Available in PDF, EPUB, and Kindle, read book directly with any devices anywhere and anytime.

Numerical Methods for Non Newtonian Fluids

Numerical Methods for Non Newtonian Fluids Book
Author : Anonim
Publisher : Elsevier
Release : 2010-12-20
ISBN : 0080932029
File Size : 36,5 Mb
Language : En, Es, Fr and De

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Numerical Methods for Non Newtonian Fluids Book PDF/Epub Download

Non-Newtonian flows and their numerical simulations have generated an abundant literature, as well as many publications and references to which can be found in this volume’s articles. This abundance of publications can be explained by the fact that non-Newtonian fluids occur in many real life situations: the food industry, oil & gas industry, chemical, civil and mechanical engineering, the bio-Sciences, to name just a few. Mathematical and numerical analysis of non-Newtonian fluid flow models provide challenging problems to partial differential equations specialists and applied computational mathematicians alike. This volume offers investigations. Results and conclusions that will no doubt be useful to engineers and computational and applied mathematicians who are focused on various aspects of non-Newtonian Fluid Mechanics. New review of well-known computational methods for the simulation viscoelastic and viscoplastic types.; Discusses new numerical methods that have proven to be more efficient and more accurate than traditional methods.; Articles that discuss the numerical simulation of particulate flow for viscoelastic fluids.;

Numerical Methods for Non Newtonian Fluids

Numerical Methods for Non Newtonian Fluids Book
Author : Philippe G. Ciarlet,Jacques-Louis Lions,J. Xu,R. Glowinski,Qiang Du,Jinchao Xu,Michael Hintermüller,Endre Süli
Publisher : Elsevier
Release : 1990
ISBN : 0444530479
File Size : 37,6 Mb
Language : En, Es, Fr and De

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Numerical Methods for Non Newtonian Fluids Book PDF/Epub Download

Handbook of Numerical Methods for Hyperbolic Problems explores the changes that have taken place in the past few decades regarding literature in the design, analysis and application of various numerical algorithms for solving hyperbolic equations. This volume provides concise summaries from experts in different types of algorithms, so that readers can find a variety of algorithms under different situations and readily understand their relative advantages and limitations.

The Short Run Approach to Long Run Equilibrium in Competitive Markets

The Short Run Approach to Long Run Equilibrium in Competitive Markets Book
Author : Anthony Horsley,Andrew J. Wrobel
Publisher : Springer
Release : 2016-10-19
ISBN : 3319333984
File Size : 51,6 Mb
Language : En, Es, Fr and De

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The Short Run Approach to Long Run Equilibrium in Competitive Markets Book PDF/Epub Download

The authors present a new formal framework for finding the long-run competitive market equilibrium through short-run equilibria by exploiting the operating policies and plant valuations. This “short-run approach” develops ideas of Boiteux and Koopmans. Applied to the peak-load pricing of electricity generated by thermal, hydro and pumped-storage plants, it gives a sound and practical method of valuing the fixed assets—in this case, the river flows and the geological sites suitable for reservoirs. Its main mathematical basis is the producer’s short-run profit maximization programme and its dual; their solutions have relatively simple forms that can greatly ease the fixed-point problem of solving for the general equilibrium. Since the optimal values (profit and cost functions) are usually nondifferentiable—this is so when there are joint costs of production such as capacity constraints—nonsmooth calculus is employed to resolve long-standing discrepancies between textbook theory and industrial reality by giving subdifferential extensions of basic results of microeconomics, including the Wong-Viner Envelope Theorem.

Computational Biochemistry and Biophysics

Computational Biochemistry and Biophysics Book
Author : Oren M. Becker,Alexander D. MacKerell Jr.,Benoit Roux,Masakatsu Watanabe
Publisher : CRC Press
Release : 2001-02-09
ISBN : 0824741404
File Size : 48,7 Mb
Language : En, Es, Fr and De

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Computational Biochemistry and Biophysics Book PDF/Epub Download

Covering theoretical methods and computational techniques in biomolecular research, this book focuses on approaches for the treatment of macromolecules, including proteins, nucleic acids, and bilayer membranes. It uses concepts in free energy calculations, conformational analysis, reaction rates, and transition pathways to calculate and interpret biomolecular properties gleaned from computer-generated membrane simulations. It also demonstrates comparative protein structure modeling, outlines computer-aided drug design, discusses Bayesian statistics in molecular and structural biology, and examines the RISM-SCF/MCSCF approach to chemical processes in solution.

Semi Lagrangian Advection Methods and Their Applications in Geoscience

Semi Lagrangian Advection Methods and Their Applications in Geoscience Book
Author : Steven J. Fletcher
Publisher : Elsevier
Release : 2019-11-18
ISBN : 0128172231
File Size : 24,5 Mb
Language : En, Es, Fr and De

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Semi Lagrangian Advection Methods and Their Applications in Geoscience Book PDF/Epub Download

Semi-Lagrangian Advection Methods and Their Applications in Geoscience provides a much-needed resource on semi-Lagrangian theory, methods, and applications. Covering a variety of applications, the book brings together developments of the semi-Lagrangian in one place and offers a comparison of semi-Lagrangian methods with Eulerian-based approaches. It also includes a chapter dedicated to difficulties of dealing with the adjoint of semi-Lagrangian methods and illustrates the behavior of different schemes for different applications. This allows for a better understanding of which schemes are most efficient, stable, consistent, and likely to introduce the minimum model error into a given problem. Beneficial for students learning about numerical approximations to advection, researchers applying these techniques to geoscientific modeling, and practitioners looking for the best approach for modeling, Semi-Lagrangian Advection Methods and Their Applications in Geoscience fills a crucial gap in numerical modeling and data assimilation in geoscience. Provides a single resource for understanding semi-Lagrangian methods and what is involved in its application Includes exercises and codes to supplement learning and create opportunities for practice Includes coverage of adjoints, examining the advantages and disadvantages of different approaches in multiple coordinate systems and different discretizations Includes links to numerical datasets and animations to further enhance understanding

Multiscale Dynamics Simulations Nano and Nano bio Systems in Complex Environments

Multiscale Dynamics Simulations  Nano and Nano bio Systems in Complex Environments Book
Author : Dennis R. Salahub,Dongqing Wei
Publisher : Royal Society of Chemistry
Release : 2021-10-01
ISBN : 1839161787
File Size : 50,5 Mb
Language : En, Es, Fr and De

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Multiscale Dynamics Simulations Nano and Nano bio Systems in Complex Environments Book PDF/Epub Download

Focusing on key methodological breakthroughs in the field, this book provides newcomers with a comprehensive menu of multiscale modelling options.

Many Electron Approaches in Physics Chemistry and Mathematics

Many Electron Approaches in Physics  Chemistry and Mathematics Book
Author : Volker Bach,Luigi Delle Site
Publisher : Springer
Release : 2014-07-01
ISBN : 3319063790
File Size : 23,8 Mb
Language : En, Es, Fr and De

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Many Electron Approaches in Physics Chemistry and Mathematics Book PDF/Epub Download

This book provides a broad description of the development and (computational) application of many-electron approaches from a multidisciplinary perspective. In the context of studying many-electron systems Computer Science, Chemistry, Mathematics and Physics are all intimately interconnected. However, beyond a handful of communities working at the interface between these disciplines, there is still a marked separation of subjects. This book seeks to offer a common platform for possible exchanges between the various fields and to introduce the reader to perspectives for potential further developments across the disciplines. The rapid advances of modern technology will inevitably require substantial improvements in the approaches currently used, which will in turn make exchanges between disciplines indispensable. In essence this book is one of the very first attempts at an interdisciplinary approach to the many-electron problem.

Computational Structural Biology

Computational Structural Biology Book
Author : Anonim
Publisher : Unknown
Release : 2023-03-29
ISBN : 9814472417
File Size : 26,6 Mb
Language : En, Es, Fr and De

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Computational Structural Biology Book PDF/Epub Download

Download Computational Structural Biology book written by and published by with total hardcover pages . Available in PDF, EPUB, and Kindle, read book directly with any devices anywhere and anytime.

From Waves in Complex Systems to Dynamics of Generalized Continua

From Waves in Complex Systems to Dynamics of Generalized Continua Book
Author : Kolumban Hutter,Tsung-Tsong Wu,Yi-Chung Shu
Publisher : World Scientific
Release : 2011-06-20
ISBN : 9814460788
File Size : 33,8 Mb
Language : En, Es, Fr and De

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From Waves in Complex Systems to Dynamics of Generalized Continua Book PDF/Epub Download

The book reviews recent research activities in applied mechanics and applied mathematics such as the fields of solid & fluid constitutive modeling for coupled fields, applications of geophysical & environmental context in judicious numerical-computational implementations. The book aims to merge foundation aspects of continuum mechanics with modern technological applications, notably on reviewing recent advances in the treated subjects in an attractive presentation accessible to a wide readership of engineering and applied sciences. Contents:Waves:Lamb Waves in Phononic Band Gap Structures (T T Wu)On Generalization of the Phase Relations in the Method of Reverberation-Ray Matrix (W Q Chen)Surface-Wave Nonlinearity Measured with Emat for Fatigued Steels (M Hirao)Acoustoelastic Lamb Waves and Implications for Structural Health Monitoring (J E Michaels)Source Synthesis for Inverse Problems in Wave Propagation (W W Symes)Numerical Mathematics/Time Series Analysis:An Introduction to an Adaptive Data Analysis Method (N E Huang)Computational Fluid Dynamics Based on the Unified Coordinates — A Brief Review (W H Hui)Towards Green's Function Retrieval from Imperfectly Partitioned Ambient Wave Fields: Travel Times, Attenuations, Specific Intensities, and Scattering (R L Weaver)Study on Two Scale Design Optimization for Structure and Material with Periodic Microstructure (G D Cheng)Continuum Mechanical Theories:A Continuum Formulation of Lava Flows — From Fluid Ejection to Solid Deposition (K Hutter)Rigorous Mechanics and Elegant Mathematics on the Formulation of Constitutive Laws for Complex Materials: An Example from Biomechanics (V Mow)Professor Pao's Influence on Research in Coupled Field Problems, Chirality and Acoustic and Electromagnetic Metamaterials and their Applications (V V Varadan)Transient Response of an Elastic Half Space by a Moving Concentrated Torque (C-S Yeh)Magnetic Force Model for Magnetizable Elastic Body in the Magnetic Field (Z J Zheng)Wind Energy:Principles of Nonlinear Vibro-Wind Energy Conversion (F Moon) Readership: Researchers, professionals, and graduate students in applied mechanics, and mathematics, energy studies, solid & fluid mechanics, and complex systems. Keywords:Meta & Nano Mechanics;Numerics (Fluids and Solids);Contact Mechanics;Coupled Fields;Elastic Waves;Lava Gravity FlowsKey Features:Covers waves and dynamics in complex continuous systems with applications to modern engineering and environmental-geophysical processesPresents the topics with fundamental understanding of the foundations of mathematics and physicsPushes the presented subjects into forms allowing immediate transposition that are relevant to engineering and applied sciences

Water in Biology Chemistry and Physics

Water in Biology  Chemistry and Physics Book
Author : G W Robinson,S Singh,S-B Zhu,M W Evans
Publisher : World Scientific
Release : 1996-07-03
ISBN : 9814499692
File Size : 38,9 Mb
Language : En, Es, Fr and De

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Water in Biology Chemistry and Physics Book PDF/Epub Download

The central theme, which threads through the entire book, concerns computational modeling methods for water. Modeling results for pure liquid water, water near ions, water at interfaces, water in biological microsystems, and water under other types of perturbations such as laser fields are described. Connections are made throughout the book with statistical mechanical theoretical methods on the one hand and with experimental data on the other. The book is expected to be useful not only for theorists and computer analysts interested in the physical, chemical, biological and geophysical aspects of water, but also for experimentalists in these fields. Contents:IntroductionMolecular Dynamics MethodsStatistical AveragesExperimental Description of WaterTheoretical Description of WaterBulk Water ComputationsResults for Aqueous SolutionsComputation for Water at InterfacesInterfacial Water in Chemistry and BiologyWater in Nonequilibrium StatesMassively Parallel ProcessingThe Far Past and the Near Future Readership: Chemists, biologists, physicists, computer scientists and geophysicists. keywords:Water Structure;Water Properties;Water Models;Aqueous Solutions;Interfacial Water;Field-Perturbed Water;Hydrogen Bonds;Hydration;Molecular Dynamics;Computer Simulations

Handbook of Combinatorial Optimization

Handbook of Combinatorial Optimization Book
Author : Ding-Zhu Du,Panos M. Pardalos
Publisher : Springer Science & Business Media
Release : 2013-03-14
ISBN : 1475730233
File Size : 45,7 Mb
Language : En, Es, Fr and De

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Handbook of Combinatorial Optimization Book PDF/Epub Download

Combinatorial (or discrete) optimization is one of the most active fields in the interface of operations research, computer science, and applied math ematics. Combinatorial optimization problems arise in various applications, including communications network design, VLSI design, machine vision, air line crew scheduling, corporate planning, computer-aided design and man ufacturing, database query design, cellular telephone frequency assignment, constraint directed reasoning, and computational biology. Furthermore, combinatorial optimization problems occur in many diverse areas such as linear and integer programming, graph theory, artificial intelligence, and number theory. All these problems, when formulated mathematically as the minimization or maximization of a certain function defined on some domain, have a commonality of discreteness. Historically, combinatorial optimization starts with linear programming. Linear programming has an entire range of important applications including production planning and distribution, personnel assignment, finance, alloca tion of economic resources, circuit simulation, and control systems. Leonid Kantorovich and Tjalling Koopmans received the Nobel Prize (1975) for their work on the optimal allocation of resources. Two important discover ies, the ellipsoid method (1979) and interior point approaches (1984) both provide polynomial time algorithms for linear programming. These algo rithms have had a profound effect in combinatorial optimization. Many polynomial-time solvable combinatorial optimization problems are special cases of linear programming (e.g. matching and maximum flow). In addi tion, linear programming relaxations are often the basis for many approxi mation algorithms for solving NP-hard problems (e.g. dual heuristics).