Optimal Rate-Adaptive Data Dissemination in Vehicular Platoons
Author | Li, Kai |
Author | Ni, Wei |
Author | Tovar, Eduardo |
Author | Guizani, Mohsen |
Available date | 2022-11-26T13:29:48Z |
Publication Date | 2020-10-01 |
Publication Name | IEEE Transactions on Intelligent Transportation Systems |
Identifier | http://dx.doi.org/10.1109/TITS.2019.2939292 |
Citation | Li, K., Ni, W., Tovar, E., & Guizani, M. (2019). Optimal rate-adaptive data dissemination in vehicular platoons. IEEE Transactions on Intelligent Transportation Systems, 21(10), 4241-4251. |
ISSN | 15249050 |
Abstract | In intelligent transportation systems, wireless connected vehicles moving in platoons can improve roads' throughput. For managing driving status of the platoon, a lead vehicle transmits driving information to following autonomous vehicles by using multi-hop data dissemination. We study a novel data dissemination protocol which investigates a chain-based transmit rate control to reduce data dissemination latency. The optimal resource allocation algorithm is formulated to minimize the total dissemination latency of the platoon under guaranteed bit error rates, and can be judiciously reformulated and solved using standard optimization techniques. A novel dynamic programming algorithm is presented to solve the platooning resource allocation optimization, which uses backward induction to significantly reduce the resource allocation complexity. In addition, we interpret the vehicular platoon as one-dimensional Markov chain, and derive a closed form of dissemination latency. Simulations are carried out to evaluate the performance of the proposed dynamic programming algorithm. The numerical results show that our algorithm achieves optimal solutions with cutting off the complexity by orders of magnitude, while improving dissemination rate in the vehicular platoon. |
Sponsor | This work was supported in part by the National Funds through the Portuguese Foundation for Science and Technology (FCT/MEC) and co-financed by the European Regional Development Fund (ERDF) under the PT2020 Partnership, within the Real-Time and Embedded Computing Systems Research Centre (CISTER) Research Unit, under Grant CEC/04234 and in part by Portuguese Foundation for Science and Technology/Ministry of Education and Science (FCT/MEC) and the European Union (EU) Electronic Components and Systems for European Leadership (ECSEL) Joint Undertaking (JU) through the H2020 Framework Programme, within the project ECSEL/0002/2015, under Grant 692529-2 (SAFECOP). |
Language | en |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Subject | data dissemination dynamic programming latency transmit rate Vehicular platoon |
Type | Article |
Pagination | 4241-4251 |
Issue Number | 10 |
Volume Number | 21 |
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