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Kafka-Thor: A Kafka-based In-Edge Data Streaming Platform for Enhanced V2X Services

Authors
Seo, HyungseokLee, HagyeongHan, HyuckRyu, MinsooKang, Sooyong
Issue Date
Jan-2026
Publisher
Institute of Electrical and Electronics Engineers
Keywords
Data delivery latency; Edge computing; Enhanced V2X services; Kafka; MQTT
Citation
IEEE Transactions on Services Computing, v.19, no.1, pp 449 - 462
Pages
14
Indexed
SCIE
SCOPUS
Journal Title
IEEE Transactions on Services Computing
Volume
19
Number
1
Start Page
449
End Page
462
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/211071
DOI
10.1109/TSC.2025.3648796
ISSN
1939-1374
1939-1374
Abstract
Enhanced Vehicle-to-Everything (V2X) services require ultra-low latency and robust reliability in end-to-end (E2E) data delivery from producers (e.g., vehicles and roadside units) to consumers (e.g., in-car V2X service applications). One of the candidate data delivery architectures that can meet the stringent requirements is restricting the data delivery path within the network edge by letting an edge server relay data between sources and destinations in its coverage. To that end, edge servers need to equip two important functionalities: 1) a reliable and lightweight data transport protocol to collect data from numerous data sources, and 2) an efficient data streaming platform that delivers collected data to consumers with high throughput and low latency. In this work, we design and implement Kafka- Thor, a Kafka-based high-performance data streaming platform, specifically designed for edge servers to collect and deliver timecritical data for enhanced V2X services. The platform reduces E2E data delivery latency by optimizing the data delivery architecture in Kafka using two novel technologies, the singlepoller, multi-worker (SPMW) architecture and service-specific dynamic batching (SS-batching). Experimental results show that Kafka-Thor significantly improves latency and reliability in E2E data delivery, making enhanced V2X services feasible.
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서울 공과대학 > 서울 미래자동차공학과 > 1. Journal Articles
서울 공과대학 > 서울 컴퓨터소프트웨어학부 > 1. Journal Articles

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