The ability to understand and explain the outcomes of data analysis methods, with regard to
aiding decision-making, has become a critical requirement for many applications. For …

Ripple effect is a specific area of SC disruptions and a strong stressor to SC resilience.
Research on the ripple effect analyses how one or more disruptive events propagate …

This paper presents a multi-portfolio approach and scenario-based stochastic MIP (mixed
integer programming) models for optimization of supply chain operations under ripple effect …

While the majority of companies anticipated the negative and severe impacts of the COVID-
19 pandemic on the supply chains (SC), most of them lacked guidance on how to model …

Increased electricity consumption along with the transformations of the energy systems and
interruptions in energy supply can lead to a blackout, ie, the total loss of power in an area (or …

Supply chains are becoming increasingly sophisticated and vital for many firms'
competetiveness. Nevertheless, their interrelated, complex and global nature also makes …

The outbreak of extraordinary disruptive events, eg, the COVID-19 pandemic, has greatly
impacted the orderly operation in global supply chains (SCs), and may lead to the SC …

Today's supply chains (SC) have become vulnerable to unexpected and ever-intensifying
disruptions from myriad sources. Consequently, the concept of supply chain resilience …

For the first time, the ripple effect is examined in the setting of an intertwined supply network.
Through simulations, we model the disruption propagation in supply chains having common …

The COVID-19 pandemic affected all industries and presented manufacturing firms with
enormous challenges, with considerable changes in consumer demand for goods and …