Abstract
Collecting driving routes is effective in predicting traffic patterns and alleviating traffic jams. However, due to the sensitivity of the location information, drivers are usually reluctant to share their route information. Although some efforts have been made to address this challenge, most of them either do not consider traffic order issues or fall short of achieving practical efficiency. In this paper, we propose an efficient and privacy-preserving route collection scheme, named EPRC, to solve the above-mentioned problems. The main idea of EPRC is to perform location-aware and traffic order-based route aggregation on drivers' encrypted data using super-increasing sequences and a homomorphic encryption cryptosystem. The proposed scheme achieves better computation and communication efficiency by reducing computational complexity and communication overhead from O(M) to O(1), where M denotes the number of road segments. Security analysis demonstrates the privacy of an individual driver's route is preserved under standard cryptographic assumptions. Performance evaluations via implementing EPRC on mobile devices and systems show EPRC's efficiency in terms of computation and communication costs.
| Original language | English |
|---|---|
| Article number | 9322347 |
| Journal | Proceedings - IEEE Global Communications Conference, GLOBECOM |
| DOIs | |
| Publication status | Published - 2020 |
| Event | 2020 IEEE Global Communications Conference, GLOBECOM 2020 - Virtual, Taipei, Taiwan, Province of China Duration: 7 Dec 2020 → 11 Dec 2020 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 9 Industry, Innovation, and Infrastructure
Keywords
- efficiency
- privacy
- route collection
- traffic congestion
- traffic order
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