Resource scheduling optimization for industrial operating system using deep reinforcement learning and WOA algorithm

T Shu, Z Pan, Z Ding, Z Zu - Expert Systems with Applications, 2024 - Elsevier
Industrial operating systems (IOS) are essential for supporting smart manufacturing,
particularly in managing and utilizing heterogeneous production resources through resource …

Priority-based two-phase method for hierarchical service composition allocation in cloud manufacturing

C Tang, M Goh, S Zhao, Q Zhang - Computers & Industrial Engineering, 2024 - Elsevier
Manufacturing service composition (MSC) is an essential issue in cloud manufacturing,
which streamlines complex manufacturing tasks into manageable subtasks and integrates …

Dynamic multi-objective service composition based on improved social learning optimization algorithm

Y Hai, X Xu, Z Liu - Applied Soft Computing, 2024 - Elsevier
The technique of multi-objective service composition (MOSC) aims to create powerful and
large grained services through aggregating some simple services while optimizing some …

Bi-level optimization of shared manufacturing service composition based on improved NSGA-II

Y Wang, P Liu - PloS one, 2024 - journals.plos.org
To address the issue of insufficiently comprehensive representation of service composition
indexes in the shared manufacturing environment, service reliability, confidence, and other …

[HTML][HTML] Optimized Profit Allocation Model for Service Alliance Transactions Considering Risk

W Liu, M Huang, W Feng - Electronics, 2024 - mdpi.com
In service alliances, where multiple service providers collaborate to complete service
transactions, the equitable allocation of profits based on their respective contributions and …

[HTML][HTML] An approach for multipath optimal selection of network service combinations based on golden eagle optimizer with double learning strategies

J Yu, Q Yu, Z Lin, X Xiao - Journal of …, 2025 - journalofcloudcomputing …
The traditional optimal-path algorithm can address a single constraint in small and
straightforward networks. However, in complex multipath distributed cloud services, the …

A multi-objective grey wolf algorithm for stock cutting resource combination optimization under cloud manufacturing environment

P Qi, Y Rao, X Xu - Third International Conference on …, 2024 - spiedigitallibrary.org
Cloud manufacturing (CMfg) is a new intelligent manufacturing paradigm, and service
composition and optimal selection (SCOS) is one of the core research areas. This paper …