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Performance and energy consumption optimization of ternary optical computers based on the M/G/1 queuing model.
Shi Wenqiang1, Liu Weiwen2, Zhang Heqiang2
1Fuyang Normal University, School of Computer and Information Engineering, 236037, Fuyang Anhui, China. swq_fsd@163.com.
This study introduces a new service model for Ternary Optical Computers (TOC) to reduce energy consumption while maintaining quality-of-service (QoS). The model optimizes performance by managing server vacations and customer thresholds.
Area of Science:
- Computer Science
- Electrical Engineering
- Operations Research
Background:
- Ternary Optical Computers (TOC) face challenges in balancing quality-of-service (QoS) and energy consumption.
- Existing service models do not adequately address these dual objectives in TOC environments.
Purpose of the Study:
- To propose and analyze a novel three-phase service model for TOC systems.
- To optimize energy consumption and QoS through integrated queuing and vacation mechanisms.
- To provide theoretical insights and practical guidelines for TOC dual-objective optimization.
Main Methods:
- Integration of an M/G/1 queuing system with an N-policy and multiple vacations into the TOC service framework.
- Stochastic-decomposition methods for precise steady-state queue length analysis of the third phase.
- Approximate analysis for the first and second phases to balance computational complexity and accuracy.
- Application of Little's Law to derive the overall system's sojourn time.
- Utilization of the Renewal Reward Theorem to model TOC energy consumption and identify optimal parameters.
Main Results:
- The proposed model significantly reduces energy consumption in TOC systems.
- Satisfactory system performance (QoS) is maintained alongside energy savings.
- Numerical experiments successfully identified an optimal threshold (N) for the N-policy.
Conclusions:
- The novel three-phase service model effectively addresses the dual objectives of QoS and energy consumption in TOC.
- The study offers valuable theoretical contributions and practical recommendations for optimizing TOC performance.
- The integrated approach provides a robust framework for future research in energy-efficient computing systems.
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