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An Absorption Mitigation Technique for Received Signal Strength-Based Target Localization in Underwater Wireless
Xiaojun Mei1,2, Huafeng Wu1, Nasir Saeed3
1Merchant Marine College, Shanghai Maritime University, Shanghai 201306, China.
Sensors (Basel, Switzerland)
|August 23, 2020
Summary
This study introduces a robust localization method for underwater wireless sensor networks (UWSNs) that mitigates acoustic signal absorption loss. The developed absorption mitigation technique (AMT) improves localization accuracy in challenging marine environments.
Area of Science:
- Engineering
- Computer Science
- Marine Technology
Background:
- Accurate localization is crucial for underwater wireless sensor networks (UWSNs) supporting marine applications, routing, and topology control.
- Received Signal Strength (RSS)-based localization is cost-effective and synchronization-free but degraded by underwater acoustic signal absorption loss.
- Existing RSS-based methods struggle with accuracy in UWSNs due to environmental signal attenuation.
Purpose of the Study:
- To develop a robust localization method for UWSNs that overcomes the limitations of RSS-based schemes.
- To introduce an absorption mitigation technique (AMT) to enhance localization accuracy in underwater environments.
- To provide a computationally tractable solution for non-convex optimization problems in UWSN localization.
Main Methods:
- An analytically tractable RSS-based measurement model with Maximum Likelihood Estimator (MLE) was formulated.
- A min-max strategy was employed to address the non-convex optimization problem involving absorption loss.
- The problem was framed as a generalized trust region sub-problem (GTRS) solved via an iterative method.
- The Cramer-Rao Lower Bound (CRLB) for the measurement model was derived.
Main Results:
- The proposed absorption mitigation technique (AMT) effectively addresses signal absorption loss in UWSNs.
- The developed iterative method provides a solution for the non-convex GTRS localization problem.
- Numerical simulations validated the method's effectiveness compared to state-of-the-art approaches.
- The derived CRLB offers a benchmark for localization accuracy.
Conclusions:
- The novel robust localization method significantly improves accuracy in UWSNs by mitigating absorption loss.
- The absorption mitigation technique (AMT) enhances the viability of RSS-based localization in challenging underwater conditions.
- This research offers a practical and effective solution for UWSN localization, advancing marine technology applications.
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