Approximating the Pareto frontier for bi-objective preventive maintenance and workshop scheduling: A Lagrangean lower bounding methodology for evaluating contracting forms
Artikel i vetenskaplig tidskrift, 2024

Effective planning of preventive maintenance plays an important role in maximizing the operational readiness of any industrial system. We consider an operating system and a maintenance workshop governed by two stakeholders who collaborate based on a mutual contract: components of the operating system that need maintenance are sent to the maintenance workshop, where necessary maintenance activities are performed and after which the maintained components are returned to the operating systems and ready to be used again. While the maintenance activities must obey the workshop capacity, the components should be returned to the operating system within a contracted time frame. For this problem, we developed in a previous work a mixed–integer linear optimization model incorporating stocks of damaged as well as repaired components, workshop scheduling, and preventive maintenance planning for the operating system. We then investigated an availability contract between the stakeholders and which is in the paper at hand compared with a turn–around time contract type, which is more often used in reality. Since, for real instance sizes, the latter leads to a computationally demanding bi-objective optimization problem, we use Lagrangean relaxation and subgradient optimization to compute local lower bounds on the set of non-dominated points, complemented with matheuristics to identify good feasible solutions (i.e., local upper bounds). Our suggested method thus provides a bounding of the set of non-dominated points for a turn–around time contract.

bi-objective optimization

mixed-integer linear optimization model

optimization of contracting forms

workshop scheduling

system maintenance

subgradient optimization

simultaneous scheduling

Lagrangean relaxation

Författare

Gabrijela Obradovic

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Ann-Brith Strömberg

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Felix Held

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Kristian Lundberg

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Annals of Operations Research

0254-5330 (ISSN) 1572-9338 (eISSN)

Effektbaserad underhållsplanering och support för framtidens flygsystem

VINNOVA (2017-04879), 2017-12-01 -- 2021-02-28.

Drivkrafter

Hållbar utveckling

Styrkeområden

Transport

Produktion

Ämneskategorier

Beräkningsmatematik

Annan matematik

Diskret matematik

Fundament

Grundläggande vetenskaper

DOI

10.1007/s10479-024-06335-4

Mer information

Senast uppdaterat

2024-11-08