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Updated: Jan 4, 2026

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Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
Published on: September 8, 2023
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Dynamic Cost-Aware Routing of Web Requests
Gandhimathi Velusamy1, Ricardo Lent2
1Computer Science, University of Houston, Houston, TX 77204, USA.
Summary
This study introduces a cost-aware method for routing web requests to reduce energy expenses for network operators. The approach uses a learning automaton for efficient, per-request decisions, lowering costs with minimal performance impact.
Area of Science:
- Computer Science
- Network Engineering
- Energy Management
Background:
- Next-generation networks face increasing demand for ubiquitous services and massive traffic from applications like the Internet of Things.
- Redundant, geographically distributed servers are essential for reliable web services, but lead to significant energy costs for operators.
- Optimizing server deployment and request routing is crucial for managing operational expenses.
Purpose of the Study:
- To propose a novel, cost-aware method for routing web requests across distributed servers.
- To leverage spatial and temporal variations in electricity prices and network topology for cost optimization.
- To reduce energy consumption and operational costs for web service providers.
Main Methods:
- Development of a cost-aware routing method utilizing a learning automaton.
- Implementation of per-request decision-making for efficient computation.
- Simulation and testbed measurements to evaluate the proposed method against standard algorithms.
Main Results:
- Demonstrated significant cost reductions in web request routing.
- Achieved these cost savings with minimal impact on overall performance.
- Validated the effectiveness of the learning automaton approach for dynamic routing decisions.
Conclusions:
- The proposed cost-aware routing method effectively reduces energy costs for web services.
- Learning automaton-based routing offers a computationally efficient alternative to global optimization.
- This approach is vital for sustainable and cost-effective operation of large-scale web infrastructures.
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