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Mixed integer programming on transputers
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Connard, Peter (1992) Mixed integer programming on transputers. PhD thesis, University of Warwick.
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Official URL: http://webcat.warwick.ac.uk/record=b1449316~S15
Abstract
Mixed Integer Programming (MIP) problems occur in many industries and their practical solution can be challenging in terms of both time and effort. Although faster computer hardware has allowed the solution of more MIP problems in reasonable times, there will come a point when the hardware cannot be speeded up any more. One way of improving the solution times of MIP problems without further speeding up the hardware is to improve the effectiveness of the solution algorithm used.
The advent of accessible parallel processing technology and techniques provides the opportunity to exploit any parallelism within MIP solving algorithms in order to accelerate the solution of MIP problems. Many of the MIP problem solving algorithms in the literature contain a degree of exploitable parallelism. Several algorithms were considered as candidates for parallelisation within the constraints imposed by the currently available parallel hardware and techniques.
A parallel Branch and Bound algorithm was designed for and implemented on an array of transputers hosted by a PC. The parallel algorithm was designed to operate as a process farm, with a master passing work to various slave processors. A message-passing harness was developed to allow full control of the slaves and the work sent to them.
The effects of using various node selection techniques were studied and a default node selection strategy decided upon for the parallel algorithm. The parallel algorithm was also designed to take full advantage of the structure of MIP problems formulated using global entities such as general integers and special ordered sets. The presence of parallel processors makes practicable the idea of performing more than two branches on an unsatisfied global entity. Experiments were carried out using multiway branching strategies and a default branching strategy decided upon for appropriate types of MIP problem.
Item Type: | Thesis (PhD) | ||||
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Subjects: | Q Science > QA Mathematics T Technology > T Technology (General) T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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Library of Congress Subject Headings (LCSH): | Integer programming -- Research, Transputers, Computer algorithms | ||||
Official Date: | December 1992 | ||||
Dates: |
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Institution: | University of Warwick | ||||
Theses Department: | School of Industrial and Business Studies | ||||
Thesis Type: | PhD | ||||
Publication Status: | Unpublished | ||||
Supervisor(s)/Advisor: | Ashford, Robert W. | ||||
Sponsors: | Science and Engineering Research Council (Great Britain) ; Dash Associates Limited | ||||
Extent: | xi, 291, [129] leaves : illustrations | ||||
Language: | eng |
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