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Privacy-preserving data aggregation in two-tiered wireless sensor networks with mobile nodes.
Yonglei Yao1, Jingfa Liu2, Neal N Xiong3
1School of Computer and Software, Nanjing University of Information Science & Technology, Nanjing 210044, China. ylyao@nuist.edu.cn.
Sensors (Basel, Switzerland)
|November 13, 2014
Summary
This study introduces two novel protocols for privacy-preserving data aggregation in wireless sensor networks (WSNs) with mobile nodes. These methods ensure accurate SUM results while protecting individual sensor data confidentiality, even against colluding network components.
Area of Science:
- Computer Science
- Cybersecurity
- Wireless Sensor Networks
Background:
- Mobile nodes in wireless sensor networks (WSNs) present unique challenges for privacy-preserving data aggregation.
- Existing methods often lack robust security against colluding network entities or require pre-specified cryptographic keys.
Purpose of the Study:
- To develop novel privacy-preserving data aggregation protocols for two-tiered WSNs with mobile nodes.
- To ensure accurate SUM aggregation while maintaining raw sensor data confidentiality.
Main Methods:
- Proposed two protocols: PDAAS (Privacy-preserving Data Aggregation against non-colluded Aggregator and Sink) and PDACAS (Privacy-preserving Data Aggregation against Colluded Aggregator and Sink).
- PDAAS utilizes shared keyed values, protecting against non-colluding adversaries.
- PDACAS employs multiple keyed values not shared with aggregator/sink for enhanced protection against collusion.
Main Results:
- Both PDAAS and PDACAS successfully derive the SUM of sensor data while keeping individual data confidential.
- PDAAS protects against eavesdroppers, compromised nodes, and non-colluding aggregators/sinks.
- PDACAS provides stronger protection, securing data even when the aggregator and sink collude, with slightly increased overhead.
Conclusions:
- The proposed PDAAS and PDACAS protocols offer effective and efficient solutions for privacy-preserving data aggregation in mobile WSNs.
- PDACAS provides a higher level of security against collusion at a manageable cost.
- Thorough analysis and experiments validate the efficacy and efficiency of both schemes.
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