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Stochastic Power Consumption Model of Wireless Transceivers
Paweł Kryszkiewicz1, Adrian Kliks1, Łukasz Kułacz1
1Institute of Radiocommunications, Poznan University of Technology, 61-131 Poznan, Poland.
Sensors (Basel, Switzerland)
|August 23, 2020
Summary
This study introduces a novel stochastic energy consumption model for wireless transceivers. By treating model parameters as random variables, it enhances accuracy for network design and energy efficiency assessments.
Area of Science:
- Electrical Engineering
- Computer Science
- Wireless Communications
Background:
- Energy efficiency is critical for modern wireless networks and transceivers.
- Existing energy consumption models are either device-specific or oversimplified for broad application.
- Accurate modeling is needed to capture transceiver energy variability.
Purpose of the Study:
- To propose a new stochastic energy consumption model for wireless transceivers.
- To account for the variability in power consumption across different devices and vendors.
- To enable more detailed system-level network design and analysis.
Main Methods:
- Developed a fixed energy consumption model with parameters as random variables.
- Calibrated model parameters for 14 individual WiFi modems.
- Modeled parameter distributions, their characteristics, and correlations based on measured data.
Main Results:
- Successfully modeled the variability of transceiver energy consumption using stochastic parameters.
- Demonstrated the model's applicability in system-level network design.
- Provided a more detailed energy consumption characterization for a multi-hop link simulation.
Conclusions:
- The proposed stochastic model offers a more accurate and flexible approach to energy efficiency assessment in wireless networks.
- This method allows leveraging transceiver variability as a design parameter.
- It facilitates enhanced performance analysis and optimization of wireless systems.
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