Queue-based performance optimization under latency constraints in multi-user cellular environments = 다중 사용자 셀룰러 환경 속 지연 시간 조건 하에서의 큐잉 시스템 기반의 성능 최적화

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In next-generation wireless networks, it is expected that communication services seeking low latency will be increasing exceedingly. Especially, ultra-reliable low latency communication (URLLC) has been considered as one of main use cases in fifth-generation networks. This thesis proposes techniques which optimize diverse performance metrics while satisfying the low queueing delay constraint for a variety of low latency communication services. The proposed techniques achieve both low queueing latency and performance optimization by dynamically determining transmission/reception schemes to adjust queue backlogs, depending on time-varying stochastic networks. Chapter 3 presents the probabilistic caching policy for video files of varying quality levels in the stochastic wireless caching network. In addition, the thesis proposes an algorithm for streaming users which dynamically selects video quality level and associates with a caching node to download the high-quality video file with nearly no playback delay. In Chapter 4, the adaptive detector selection algorithm is proposed for roadside units to rapidly respond to safety information sent from a large number of vehicles and pedestrians in vehicle-to-everything communications. The roadside unit adaptively selects an optimal detector scheme which minimizes word error rates while limiting the queueing delay to a certain level. Chapter 5 considers environments where small battery-powered devices communicate with many other devices, e.g., Internet-of-things (IoT) networks. In these environments, the thesis proposes dynamic algorithms of user scheduling and power allocation to maximize power efficiency while satisfying the low-latency constraint and quality-of-service (QoS) requirements in hybrid multiple access systems. For the proposed algorithm, the time-average data rate is considered as a QoS requirement for the users. In addition, user scheduling determines whether the link is activated or not as well as whether the transmitter serves users by orthogonal multiple access or non-orthogonal multiple access.
Advisors
Moon, Jaekyunresearcher문재균researcher
Description
한국과학기술원 :전기및전자공학부,
Publisher
한국과학기술원
Issue Date
2018
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 전기및전자공학부, 2018.8,[v, 74 p. :]

Keywords

Ultra-reliable low laterncy communication▼aqueueing delay▼aLyapunov optimization▼adynamic video streaming▼awireless caching network▼aadaptive detector selection▼apower-efficient communication▼ahybrid multiple access system; 초신뢰성 저지연 통신▼a큐잉 딜레이▼a동적비디오 스트리밍▼a적응적 디텍터 선택▼aLyapunov 최적화▼a무선 캐싱 네트워크▼a전력효율 통신▼a혼합다중 접속 시스템

URI
http://hdl.handle.net/10203/265189
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=828045&flag=dissertation
Appears in Collection
EE-Theses_Ph.D.(박사논문)
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