Hypervolume-based scalar metrics for skill-driven flexibility assessment in manufacturing system (re)design

The transition towards sustainable and resilient production systems, central to Industry 5.0, requires manufacturing systems that can accommodate evolving product-process requirements across multiple product generations. Nevertheless, current system (re)design practices often remain rigid and project-oriented. Driven by short-term payback expectations that downplay the immediate impact of demand uncertainty, decision-makers frequently neglect the long-term value of flexibility, favouring equipment replacement over reconfiguration and reuse. This paper introduces a skill-driven assessment methodology that formally connects product-process requirements to the functional (re)use potential of production resources through a skill-driven assessment of resource-requirement alignment. The methodology evaluates the alignment of available resource skill sets with evolving requirements through three scalar metrics: compatibility, utilisation, and a geometric expansion effort ratio. In contrast to the binary feasibility checks prevalent in skill-based matching, these metrics quantify the degree and direction of geometric resource-requirement alignment within skill-specific property spaces. The resulting metrics rank resources by degree of alignment and trace the underlying gaps to their origin, supporting two critical manufacturing use cases: prioritising brownfield retention or retrofit candidates and comparing how well greenfield candidates cover future requirements. The mathematical fundamentals rely on skill-based hypervolume calculations, evaluated through a controlled illustrative example and case study using industrially representative data.

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Publication Details

Journal
International Journal of Production Research
Published
2026-10-28
DOI
https://doi.org/10.1080/00207543.2026.2752512
Primary Topic
Flexible and Reconfigurable Manufacturing Systems
Type
article
Field-Weighted Citation Impact
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article

Hypervolume-based scalar metrics for skill-driven flexibility assessment in manufacturing system (re)design

Lauren Van De Ginste, Johannes Cottyn, El‐Houssaine Aghezzaf
International Journal of Production Research
Flexible and Reconfigurable Manufacturing Systems
article

Hypervolume-based scalar metrics for skill-driven flexibility assessment in manufacturing system (re)design

Lauren Van De Ginste, Johannes Cottyn, El‐Houssaine Aghezzaf
article en

Abstract

The transition towards sustainable and resilient production systems, central to Industry 5.0, requires manufacturing systems that can accommodate evolving product-process requirements across multiple product generations. Nevertheless, current system (re)design practices often remain rigid and project-oriented. Driven by short-term payback expectations that downplay the immediate impact of demand uncertainty, decision-makers frequently neglect the long-term value of flexibility, favouring equipment replacement over reconfiguration and reuse. This paper introduces a skill-driven assessment methodology that formally connects product-process requirements to the functional (re)use potential of production resources through a skill-driven assessment of resource-requirement alignment. The methodology evaluates the alignment of available resource skill sets with evolving requirements through three scalar metrics: compatibility, utilisation, and a geometric expansion effort ratio. In contrast to the binary feasibility checks prevalent in skill-based matching, these metrics quantify the degree and direction of geometric resource-requirement alignment within skill-specific property spaces. The resulting metrics rank resources by degree of alignment and trace the underlying gaps to their origin, supporting two critical manufacturing use cases: prioritising brownfield retention or retrofit candidates and comparing how well greenfield candidates cover future requirements. The mathematical fundamentals rely on skill-based hypervolume calculations, evaluated through a controlled illustrative example and case study using industrially representative data.

International Journal of Production Research
Ghent University (BE), Flanders Make (Belgium) (BE)
Openalex Percentile: Top 13%
Flexible and Reconfigurable Manufacturing Systems
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