On Formal Methods for Large-Scale Product Configuration
Doktorsavhandling, 2013

In product development companies mass customization is widely used to achieve better customer satisfaction while keeping costs down. To efficiently implement mass customization, product platforms are often used. A product platform allows building a wide range of products from a set of predefined components. The process of matching these components to customers' needs is called product configuration. Not all components can be combined with each other due to restrictions of various kinds, for example, geometrical, marketing and legal reasons. Product design engineers develop configuration constraints to describe such restrictions. The number of constraints and the complexity of the relations between them are immense for complex product like a vehicle. Thus, it is both error-prone and time consuming to analyze, author and verify the constraints manually. Software tools based on formal methods can help engineers to avoid making errors when working with configuration constraints, thus design a correct product faster. This thesis introduces a number of formal methods to help engineers maintain, verify and analyze product configuration constraints. These methods provide automatic verification of constraints and computational support for analyzing and refactoring constraints. The methods also allow verifying the correctness of one specific type of constraints, item usage rules, for sets of mutually-exclusive required items, and automatic verification of equivalence of different formulations of the constraints. The thesis also introduces three methods for efficient enumeration of valid partial configurations, with benchmarking of the methods on an industrial dataset. Handling large-scale industrial product configuration problems demands high efficiency from the software methods. This thesis investigates a number of search-based and knowledge-compilation-based methods for working with large product configuration instances, including Boolean satisfiability solvers, binary decision diagrams and decomposable negation normal form. This thesis also proposes a novel method based on supervisory control theory for efficient reasoning about product configuration data. The methods were implemented in a tool, to investigate the applicability of the methods for handling large product configuration problems. It was found that search-based Boolean satisfiability solvers with incremental capabilities are well suited for industrial configuration problems. The methods proposed in this thesis exhibit good performance on practical configuration problems, and have a potential to be implemented in industry to support product design engineers in creating and maintaining configuration constraints, and speed up the development of product platforms and new products.

constraint satisfaction

knowledge compilation

Boolean satisfiability

supervisory control theory

product configuration

EA
Opponent: Dr. rer. nat. Carsten Sinz, Institute for Theoretical Computer Science, Karlsruhe Institute of Technology, Germany

Författare

Alexey Voronov

Chalmers, Signaler och system, System- och reglerteknik, Automation

SAT-Solving in Practice, with a Tutorial Example from Supervisory Control

Discrete Event Dynamic Systems: Theory and Applications,; Vol. 19(2009)p. 495-524

Artikel i vetenskaplig tidskrift

Enumeration of valid partial configurations

Proceedings of Workshop on Configuration, IJCAI 2011,; Vol. 755(2011)p. 25-31

Paper i proceeding

Verification of Item Usage Rules in Product Configuration

Proceedings of 9th International Conference on Product Lifecycle Management,; (2012)p. 182-191

Paper i proceeding

Styrkeområden

Informations- och kommunikationsteknik

Produktion

Ämneskategorier

Farkostteknik

Elektroteknik och elektronik

Datavetenskap (datalogi)

ISBN

978-91-7385-790-1

Doktorsavhandlingar vid Chalmers tekniska högskola. Ny serie: 0346-718X

EA

Opponent: Dr. rer. nat. Carsten Sinz, Institute for Theoretical Computer Science, Karlsruhe Institute of Technology, Germany