Forecasting obsolescence risk and product life cycle with machine learning

C Jennings, D Wu, J Terpenny - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Rapid changes in technology have led to an increasingly fast pace of product introductions.
For long-life systems (eg, planes, ships, and nuclear power plants), rapid changes help …

A literature review on mitigation strategies for electrical component obsolescence in military-based systems

RM Rust, A Elshennawy, L Rabelo - South African Journal of …, 2022 - journals.co.za
The aim of this research is to conduct an all-inclusive investigation on past studies of
obsolescence, the issues involved, and tactics for mitigation in military-based systems. This …

[HTML][HTML] An obsolescence forecasting method based on improved radial basis function neural network

Y Liu, M Zhao - Ain Shams Engineering Journal, 2022 - Elsevier
With the rapid development of technologies, product lifecycle becomes shorter, which brings
great challenges to obsolescence management. An efficient obsolescence forecasting …

Ontology in design engineering: status and challenges

SCJ Lim, Y Liu, Y Chen - 2015 - designsociety.org
Nowadays, the wide adoption of affordable ICT hardware and software solutions has
fundamentally changed how product design information is being created, shared, stored and …

Electronic part obsolescence forecasting based on time series modeling

J Ma, N Kim - International Journal of Precision Engineering and …, 2017 - Springer
The obsolescence of electronic parts can cause a serious problem to sustain systems. In
order to properly manage the obsolescence problems, reasonable and efficient …

Software obsolescence risk assessment approach using multicriteria decision‐making

TF Bowlds, JM Fossaceca… - Systems …, 2018 - Wiley Online Library
Abstract System obsolescence issues are a routine occurrence, especially for systems with a
high utilization of commercial electronic components or software applications with a long …

Forecasting obsolescence risk using machine learning

C Jennings, D Wu, J Terpenny - International …, 2016 - asmedigitalcollection.asme.org
With rapid innovation in the electronics industry, product obsolescence forecasting has
become increasingly important. More accurate obsolescence forecasting would have cost …

Multi‐objective approach to forecast design refresh time due to COTS obsolescence

BE Ozkan, S Bulkan - Systems Engineering, 2022 - Wiley Online Library
The purpose of this study is to provide program managers and systems engineers with a
novel algorithm in determining the design refresh time (DRT) of sustainment‐dominated …

[PDF][PDF] From reactive to proactive obsolescence management

T Seuren, T Tan, B Vermeulen, R Rosierse, R Marine… - 2018 - research.tue.nl
This report describes the results of a master thesis project about obsolescence management
for sustainment dominated systems. Typically, sustainment dominated systems require …

A Framework for Mitigating Obsolescence in Military Based Systems

R Rust - 2021 - stars.library.ucf.edu
Obsolescence is an unavoidable reality in manufacturing systems and supply chain
environments as systems are needed to be sustained for longer and longer periods of time …