Abstract
In recent years, the online large-scale services such as transport service system has massively expanded and reached a large number of users. However, while the service providers are striving to best-utilize and efficiently organize their resources, they face a crucial challenge of users' demands which, at many times, contradict the resource utilization. Thus, this paper extends the previous work and proposes Autonomous Push-Pull Coordination Technology to Achieve Reconciling Resource Utilization in Heterogeneous Communities Environment. In the coordination technology that is based on autonomous community approach, a subsystem that is surplus in resources autonomously forms a push community to distribute the surplus resources, and a subsystem that lacks in resources autonomously forms a pull community to request for extra resources. A trade off between resource provision timeliness and resource allocation effectiveness leads to a dynamic decision on the community size and the number of allocated resources. In addition, the coordination within and among heterogeneous communities adopt the advantage of community in order to simultaneously move the resources in one step. The goal of this technology is to improve service response time while maintaining high resource allocation efficiency. The results on various numbers of requesting users show that the performance of the proposed technology is better than conventional technologies when requesting user rate is high.
Original language | English |
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Title of host publication | Proceedings - 2015 IEEE 12th International Symposium on Autonomous Decentralized Systems, ISADS 2015 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 93-100 |
Number of pages | 8 |
ISBN (Print) | 9781479982615 |
DOIs | |
Publication status | Published - 2015 Apr 29 |
Event | 2015 12th IEEE International Symposium on Autonomous Decentralized Systems, ISADS 2015 - Taichung, Taiwan, Province of China Duration: 2015 Mar 25 → 2015 Mar 27 |
Other
Other | 2015 12th IEEE International Symposium on Autonomous Decentralized Systems, ISADS 2015 |
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Country/Territory | Taiwan, Province of China |
City | Taichung |
Period | 15/3/25 → 15/3/27 |
Keywords
- Autonomous push-pull coordination
- dynamic decision
- resource allocation
ASJC Scopus subject areas
- Artificial Intelligence
- Control and Systems Engineering