Physics-informed machine learning for reliability and systems safety applications: State of the art and challenges

Y Xu, S Kohtz, J Boakye, P Gardoni, P Wang - Reliability Engineering & …, 2023 - Elsevier
The computerized simulations of physical and socio-economic systems have proliferated in
the past decade, at the same time, the capability to develop high-fidelity system predictive …

[HTML][HTML] Explainable AI for operational research: A defining framework, methods, applications, and a research agenda

KW De Bock, K Coussement, A De Caigny… - European Journal of …, 2024 - Elsevier
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 …

Prognostics and Health Management (PHM): Where are we and where do we (need to) go in theory and practice

E Zio - Reliability Engineering & System Safety, 2022 - Elsevier
We are performing the digital transition of industry, living the 4th industrial revolution,
building a new World in which the digital, physical and human dimensions are interrelated in …

[HTML][HTML] The future of sensitivity analysis: an essential discipline for systems modeling and policy support

S Razavi, A Jakeman, A Saltelli, C Prieur… - … Modelling & Software, 2021 - Elsevier
Sensitivity analysis (SA) is en route to becoming an integral part of mathematical modeling.
The tremendous potential benefits of SA are, however, yet to be fully realized, both for …

Analysis of resilience strategies and ripple effect in blockchain-coordinated supply chains: An agent-based simulation study

J Lohmer, N Bugert, R Lasch - International journal of production economics, 2020 - Elsevier
Resilience enables supply chains to reduce their proneness to disruptions and recover
faster. Many existing strategies to strengthen the resilience of supply chains are facilitated by …

[PDF][PDF] Decision-making options for managing risk

M New, D Reckien, D Viner, C Adler… - … of Working Group II …, 2022 - research.utwente.nl
Addressing the impacts and risks associated with observed and projected climate change
(Chapter 16) is fundamentally and intricately tied to the decision-making options available to …

[HTML][HTML] Risk assessment and risk management: Review of recent advances on their foundation

T Aven - European journal of operational research, 2016 - Elsevier
Risk assessment and management was established as a scientific field some 30–40 years
ago. Principles and methods were developed for how to conceptualise, assess and manage …

Routing and scheduling optimization for UAV assisted delivery system: A hybrid approach

M Sajid, H Mittal, S Pare, M Prasad - Applied Soft Computing, 2022 - Elsevier
This paper proposes a joint-optimization framework for UAV-routing and UAV-route
scheduling problems associated with the UAV-assisted delivery system. The mixed-integer …

A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design

H Liu, YS Ong, J Cai - Structural and Multidisciplinary Optimization, 2018 - Springer
Metamodeling is becoming a rather popular means to approximate the expensive
simulations in today's complex engineering design problems since accurate metamodels …

[HTML][HTML] Sensitivity analysis of environmental models: A systematic review with practical workflow

F Pianosi, K Beven, J Freer, JW Hall, J Rougier… - … Modelling & Software, 2016 - Elsevier
Sensitivity Analysis (SA) investigates how the variation in the output of a numerical model
can be attributed to variations of its input factors. SA is increasingly being used in …