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19904.pdf (1.8 MB)
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Integrated Production and Distribution Planning for a Food Processing Company
Author Info
Madhvarayan, Vishnu
ORCID® Identifier
http://orcid.org/0000-0003-3732-1986
Permalink:
http://rave.ohiolink.edu/etdc/view?acc_num=ucin1459155559
Abstract Details
Year and Degree
2016, MS, University of Cincinnati, Engineering and Applied Science: Mechanical Engineering.
Abstract
An integrated production and distribution planning problem was modeled, inspired by a consumer goods manufacturing company specialized in food processing. A specific mixed integer linear programming formulation was developed and it's performance tested with an industry sized data set(excess of 150 thousand variables and 100 thousand constraints). A generous use of integer variables instead of continuous variables, considered typically harder to solve, was accommodated to provide realistic solutions and infeasibility issues were addressed using penalty variables. Feasible solutions, reasonably close to optimality were obtained by leveraging powerful off the shelf optimization solvers instead of building decomposition techniques or heuristics in the formulation. Potential logistics cost savings in the range of 7 to 15 % were demonstrated using multiple trials. A framework for automating a large portion of the optimization process was built using a combination of tools such as Gurobi,R and excel spreadsheets. A future road map for potential improvements in the model and the automation framework were also summarized.
Committee
Hongdao Huang, Ph.D. (Committee Chair)
Sundararaman Anand, Ph.D. (Committee Member)
David Thompson, Ph.D. (Committee Member)
Pages
69 p.
Subject Headings
Operations Research
Keywords
MIP
;
Mixed Integer Programming
;
Gurobi
;
Integrated production and distribution planning
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Citations
Madhvarayan, V. (2016).
Integrated Production and Distribution Planning for a Food Processing Company
[Master's thesis, University of Cincinnati]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1459155559
APA Style (7th edition)
Madhvarayan, Vishnu.
Integrated Production and Distribution Planning for a Food Processing Company.
2016. University of Cincinnati, Master's thesis.
OhioLINK Electronic Theses and Dissertations Center
, http://rave.ohiolink.edu/etdc/view?acc_num=ucin1459155559.
MLA Style (8th edition)
Madhvarayan, Vishnu. "Integrated Production and Distribution Planning for a Food Processing Company." Master's thesis, University of Cincinnati, 2016. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1459155559
Chicago Manual of Style (17th edition)
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Document number:
ucin1459155559
Download Count:
1,366
Copyright Info
© 2016, all rights reserved.
This open access ETD is published by University of Cincinnati and OhioLINK.