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Hierarchical Modeling of Manufacturing Systems Using Max-Plus Algebra

Imaev, Aleksey A.

Abstract Details

2009, Doctor of Philosophy (PhD), Ohio University, Electrical Engineering (Engineering and Technology).

The dissertation presents a novel hierarchical block-diagram modeling framework for manufacturing systems. A block can be a single manufacturing operation, a single machine, a single part or a factory. Each block has three inputs and three outputs and is represented by a set of linear max-plus algebraic equations. A complex manufacturing system can be modeled as a network of basic manufacturing blocks. Routing of parts and resources through the block diagram graphically corresponds to machine-flow and resource-flow interconnection of blocks and is mathematically modeled by part-flow and machine-flow interconnection matrices, respectively. A formula for composing a network of manufacturing blocks into a single manufacturing block is derived. The model can be used for: (a) performance evaluation, (b) deadlock detection, (c) structural analysis, (d) scheduling, (e) design, and (f) control of manufacturing systems.

The dissertation develops an elegant analysis tool called a matrix signal flow graph (MSFG) over max-plus algebra (also called a synchronous MSFG) for these models. New topological methods for evaluating gains of synchronous MSFGs are presented. Synchronous MSFG provide a straightforward way to covert the graphical block-diagram representation of the system to the max-plus algebraic view.

The dissertation also shows that in the case of a permutation flow shop, an inverse Monge matrix represents the resulting algebraic equations for the system. The dissertation proves that the class of inverse Monge matrices is closed under max-plus algebraic multiplication, and provides an efficient algorithm for computing an eigenvector of an inverse Monge matrix. These properties allow for efficient computation of performance characteristics of permutation flow shops.

Robert P. Judd, PhD (Advisor)
Kenneth Cutright, PhD (Committee Member)
William Kaufman, PhD (Committee Member)
Douglas Lawrence, PhD (Committee Member)
Dušan N. Šormaz, PhD (Committee Member)
Constantinos Vassiliadis, PhD (Committee Member)
114 p.

Recommended Citations

Citations

  • Imaev, A. A. (2009). Hierarchical Modeling of Manufacturing Systems Using Max-Plus Algebra [Doctoral dissertation, Ohio University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1257871858

    APA Style (7th edition)

  • Imaev, Aleksey. Hierarchical Modeling of Manufacturing Systems Using Max-Plus Algebra. 2009. Ohio University, Doctoral dissertation. OhioLINK Electronic Theses and Dissertations Center, http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1257871858.

    MLA Style (8th edition)

  • Imaev, Aleksey. "Hierarchical Modeling of Manufacturing Systems Using Max-Plus Algebra." Doctoral dissertation, Ohio University, 2009. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1257871858

    Chicago Manual of Style (17th edition)