“…Product life cycles are getting shorter while production batch sizes are getting smaller with dynamic product variants associated with increasing complexity, which is challenging the traditional production systems (Benabdellah et al, 2019 ; Kuhnle et al, 2021 ; Ma et al, 2017 ; Prinz et al, 2019 ; Windt et al, 2008 ; Zhu et al, 2015 ). To manage these dynamics, the industrial concept of Industry 4.0 has come about and has been accepted in both research and industry, a trend linked to digitalization and smart systems that could enable factories to achieve higher production variety with reduced downtimes while improving yield, quality, safety, and decreasing cost and energy consumption (García-Magro & Soriano-Pinar, 2019 ; Järvenpää et al, 2019 ; Napoleone et al, 2020 ; Oztemel & Gursev, 2020 ; Park & Tran, 2014 ). Although the adoption of Industry 4.0 in manufacturing reveals positive outcomes, the increased complexity as a collateral effect has also brought many challenges (Bednar & Welch, 2020 ; Cohen et al, 2019 ; Fernandez-Carames & Fraga-Lamas, 2018 ; Mourtzis et al, 2018 ; Wittenberg, 2015 ).…”