Automatic and Explicit Parallelization Approaches for Equation Based Mathematical Modeling and Simulation. (Record no. 305078)

MARC details
000 -LEADER
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001 - CONTROL NUMBER
control field EBC5632079
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240122001134.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
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007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 231124s2018 xx o ||||0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789176851630
Qualifying information (electronic bk.)
035 ## - SYSTEM CONTROL NUMBER
System control number (MiAaPQ)EBC5632079
035 ## - SYSTEM CONTROL NUMBER
System control number (Au-PeEL)EBL5632079
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)1083466351
040 ## - CATALOGING SOURCE
Original cataloging agency MiAaPQ
Language of cataloging eng
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-- pn
Transcribing agency MiAaPQ
Modifying agency MiAaPQ
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Gebremedhin, Mahder.
245 10 - TITLE STATEMENT
Title Automatic and Explicit Parallelization Approaches for Equation Based Mathematical Modeling and Simulation.
250 ## - EDITION STATEMENT
Edition statement 1st ed.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Link�oping :
Name of producer, publisher, distributor, manufacturer Linkopings Universitet,
Date of production, publication, distribution, manufacture, or copyright notice 2018.
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice {copy}2018.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (223 pages)
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Link�oping Studies in Science and Technology. Dissertations Series ;
Volume/sequential designation v.1967
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Intro -- POPUL�ARVETENSKAPLIG SAMMANFATTNING -- Abstract -- Acknowledgments -- Contents -- List of Figures -- List of Tables -- Listings -- 1 Introduction -- Motivation -- Research Problem -- Main Contributions -- Automatic Parallelization -- Explicit Parallelization -- Practical Considerations -- Thesis Structure -- 2 Parallel Programming -- Introduction -- Programmability -- Automatic Parallelization -- Explicit Parallelization -- Memory Model -- Shared Memory -- Distributed Memory -- Threading Model -- Data Parallelism -- Task Parallelism -- Combined Shared Parallelism: Programmability with Threading Model -- 3 Mathematical Modeling -- Assignments and Equations -- Notations -- Equality Checks -- Equations -- Inputs and Outputs -- Solving Equation Systems -- Dynamic Systems: Time -- Rate Of Change: Derivatives -- Discrete Behaviour -- Modelica -- Modelica for Mathematical Modeling -- Modelica Standard Library (MSL) -- OpenModelica -- I Automatic Parallelization -- 4 Introduction -- Terminology -- Graphs -- Directed Graphs -- Bipartite Graphs -- Causalization of Equation Systems -- Matching -- Sorting -- Automatic Parallelization Approaches -- Parallelization Over Method -- Parallelization Over Time -- Parallelization Over Equation System -- 5 Connected Component Parallelization -- Integrated Approach -- Cost Estimation and Load Balancing -- Memory Management -- Shared Global Memory Pool -- Thread Local Memory Pool -- Thread Management -- Complexity and Portability Issues -- Improving Decoupling -- Case Study -- Conclusions -- 6 Strongly Connected Components Parallelization -- Equation System Structure -- The Need for Scheduling -- Data Dependencies -- The Need for Clustering -- Stand Alone Implementation -- Memory and Thread Management -- 7 Clustering and Scheduling -- Task Clustering: Reducing Overhead, Improving Locality, and Balancing.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Background -- The Bin Packing Problem -- Polynomial Time Bin Packing Approximations -- k-way Integer Partitioning -- Makespan Scheduling Approximation Algorithms -- Clustering Heuristics -- Merge Single Parent (MSP) -- Merge Level Parents (MLP) -- Merge Level for Bins (MLB) -- Merge Level for Cost (MLC) -- Schedulers -- The Level Scheduler -- Flow Graph Scheduler -- 8 ParModAuto -- Motivation -- Design Principles -- High Level Operation -- Runtime Processing -- Portability Considerations -- Extensibility Considerations -- Independence: Minimal Assumptions -- Implementation -- Task Abstraction -- Clusters -- Dependency Specification and Task System Construction -- Task System Representation -- Schedulers -- Equation System Representation -- Extra Functionalities -- 9 Performance Evaluation -- Overview -- Setup -- Test Cases and Results -- CauerLowPassSC -- BranchingDynamicPipes -- Spice3BenchmarkFourBitBinaryAdder -- EngineV6 -- SteamPipe -- 10 Conclusions on Automatic Parallelization -- II Explicit Parallelization -- 11 Introduction -- General Purpose Graphic Processing Unit (GPGPU) programming -- OpenCL -- The OpenCL Architecture -- Platform Model -- Execution Model -- Memory Model -- Programming Model -- Modelica for Scientific Computing -- Related work -- 12 ParModelica Extensions -- Parallel Variables -- Parallel Functions -- Kernel Functions -- Parallel For Loop: parfor -- Built-in Functions -- Synchronization and Thread Management -- Extra OpenCL Functionalities -- 13 ParModExp -- ParModelica OpenCL-C Runtime Library -- ParModelica OpenCL Utility Headers -- 14 Performance Evaluations -- The MPAR Benchmark Suite -- Results -- Conclusions -- III Appendix -- 15 Numerical Methods -- Non-Linear Systems: Root Finding and Newton's method -- Numerical Integration -- Euler's Methods -- Adam-Bashforth Methods -- Adam-Moulton Methods.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Backward Differentiation Formulae (BDF) Methods -- DASSL -- 16 ParModelica (Extended Modelica) Concrete Syntax -- Lexical conventions -- Grammar -- Stored Definition - Within -- Class Definition -- Extends -- Component Clause -- Modification -- Equations -- Expressions -- 17 Selected ParModExp OpenCL Library API definitions -- Bibliography.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Description based on publisher supplied metadata and other sources.
590 ## - LOCAL NOTE (RLIN)
Local note Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2023. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Gebremedhin, Mahder
Title Automatic and Explicit Parallelization Approaches for Equation Based Mathematical Modeling and Simulation
Place, publisher, and date of publication Link�oping : Linkopings Universitet,c2018
797 2# - LOCAL ADDED ENTRY--CORPORATE NAME (RLIN)
Corporate name or jurisdiction name as entry element ProQuest (Firm)
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Link�oping Studies in Science and Technology. Dissertations Series
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=5632079">https://ebookcentral.proquest.com/lib/bacm-ebooks/detail.action?docID=5632079</a>
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