System-level analysis of the tradeoffs between power saving and capacity/QoS with DRX in LTE

In an LTE cell, Discontinuous Reception (DRX) allows the central base station to configure User Equipment for periodic wake/sleep cycles, so as to save energy. Several parameters are associated to DRX operations, thus allowing for optimal performance with different traffic profiles (i.e., CBR-like, bursty, periodic arrivals of variable-sized packets, etc.). This work investigates how to configure these parameters and explores the tradeoff between power saving, on one side, and per-user QoS and cell capacity, on the other. Unlike previous work, mostly based on analytical models neglecting key aspects of LTE, our evaluation is carried out using a fully-fledged packet simulator. This allows us to discover previously unknown relationships and to propose configuration guidelines for operators

Discovering Fine-grained RRC State Dynamics and Performance Impacts in Cellular Networks

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A comprehensive simulation analysis of LTE Discontinuous Reception (DRX)

In an LTE cell, Discontinuous Reception (DRX) allows the central base station to configure User Equipments for periodic wake/sleep cycles, so as to save energy. DRX operations depend on several parameters, which can be tuned to achieve optimal performance with different traffic profiles (i.e., CBR vs. bursty, periodic vs. sporadic, etc.). This work investigates how to configure these parameters and explores the trade-off between power saving, on one side, and per-user QoS, on the other. Unlike previous work, chiefly based on analytical models neglecting key aspects of LTE, our evaluation is carried out via simulation. We use a fully-fledged packet simulator, which includes models of all the protocol stack, the applications and the relevant QoS metrics, and employ factorial analysis to assess the impact of the many simulation factors in a statistically rigorous way. This allows us to analyze a wider spectrum of scenarios, assessing the interplay of the LTE mechanisms and DRX, and to derive configuration guidelines

5G 이후 무선 네트워크를 위한 무선 접속 기술 향상 연구

학위논문 (박사) -- 서울대학교 대학원 : 공과대학 전기·정보공학부, 2020. 8. 박세웅.Recently, operators are creating services using 5G systems in various fields, e.g., manufacturing, automotive, health care, etc. 5G use cases include transmission of small packets using IoT devices to high data rate transmission such as high-definition video streaming. When a large-scale IoT device transmits a small packet, power saving is important, so it is necessary to disconnect from the base station and then establish a connection through random access to transmit data. However, existing random access procedures are difficult to satisfy various latency requirements. It is attractive to use a wide bandwidth of the millimeter wave spectrum for high data rate transmission. In order to overcome the channel characteristics, beamforming technology is applied. However, when determining a beam pair between a transmitter and a receiver, interference is not considered. In this dissertation, we consider the following three enhancements to enable 5G and beyond use cases: (i) Two-step random access procedure for delay-sensitive devices, (ii) self-uplink synchronization framework for solving preamble collision problem, and (iii) interference-aware beam adjustment for interference coordination. First, RAPID, two-step random access for delay-sensitive devices, is proposed to reduce latency requirement value for satisfying specific reliability. When devices, performing RAPID and contention-based random access, coexist, it is important to determine a value that is the number of preambles for RAPID to reduce random access load. Simulation results show that RAPID achieves 99.999% reliability with 80.8% shorter uplink latency, and also decreases random access load by 30.5% compared with state-of-the-art techniques. Second, in order to solve preamble collision problem, we develop self-uplink synchronization framework called EsTA. Preamble collision occurs when multiple devices transmit the same preamble. Specifically, we propose a framework that helps the UE to estimate the timing advance command using a deep neural network model and to determine the TA value. Estimation accuracy can achieve 98–99% when subcarrier spacing is 30 and 60 kHz. Finally, we propose IBA, which is interference-aware beam adjustment method to reduce interference in millimeter wave networks. Unlike existing methods of reducing interference by scheduling time and frequency resources differently, interference is controlled through beam adjustment. In IBA, it is important to reduce search space of finding new beam pair to reduce interference. In practical, it is impossible to search beam pair of all combinations. Therefore, through Monte Carlo method, we can reduce search space to achieve local optimum. IBA achieve enhancement of lower 50%throughput up to 50% compared with only applying beam adjustment. In summary, we propose a two-step random access, a self-uplink synchronization framework, and interference-aware beam adjustment for 5G and beyond use cases. Through these researches, we achieve enhancements of network performance such as latency and throughput compared with state-of-the-art techniques.최근 사업자는 제조, 자동차, 헬스 케어 등 다양한 분야에서 5G 시스템을 사용하여 서비스를 만들고 있다. 5G 사용 사례에는 IoT 장치를 이용한 작은 패킷 전송에서고화질 비디오 스트리밍과 같은 고속 데이터 전송까지 포함된다. 대규모 IoT 장치가작은 패킷을 전송하는 경우 전력 소모 절약이 중요하므로 기지국과의 연결을 끊은다음 랜덤 액세스를 통해 다시 기지국과 연결하여 데이터를 전송해야한다. 그러나기존의 랜덤 액세스 절차는 다양한 지연시간 요건을 만족시키기 어렵다. 한편, 높은데이터 전송 속도를 위해 넓은 대역폭의 밀리미터파 대역을 사용한다. 이때, 밀리미터파 대역 채널 특성을 극복하기 위해 빔포밍 기술이 적용된다. 그러나 현재 5G표준에서 송신기와 수신기 사이의 빔 쌍을 결정할 때, 간섭은 고려되지 않는다. 이논문에서는 5G 및 그 이후의 네트워크에서 다양한 사용 사례를 지원하기 위해 다음세 가지 개선 사항을 고려한다. (i) 지연에 민감한 장치를 위한 2 단계 랜덤 액세스절차, (ii) 프리앰블 충돌 문제를 해결하기 위한 자체 상향링크 동기화 프레임 워크,그리고 (iii) 간섭을 줄이기 위한 간섭 인식 빔 조정이다. 첫째, 지연에 민감한 장치를 위한 2 단계 랜덤 액세스인 RAPID는 특정 신뢰도를 만족시키기 위한 지연시간을 줄이기 위해 제안되었다. RAPID와 경합 기반 랜덤 액세스를 수행하는 장치가 공존할 경우 RAPID가 랜덤 액세스 부하를 줄이기 위해 RAPID를 위해 할당되는 프리앰블 수를 결정하는 것이 중요하다. 시뮬레이션 결과에 따르면 RAPID는 99.999%의신뢰도를 만족시키는 지연시간을 최신 기술에 비해 80.8% 줄이면서, 랜덤 액세스부하를 30.5% 줄인다. 둘째, 프리앰블 충돌 문제를 해결하기 위해 자체 상향링크 동기화 프레임워크인 EsTA를 개발한다. 프리앰블 충돌은 여러 장치가 동일한 프리앰블을 전송할 때 발생한다. 구체적으로, 단말이 심층 신경망 모델을 사용하여 timing advance(TA) command를 추정하고 TA값을 결정하는 프레임 워크를 제안한다. 네트워크 시스템의 부반송파 간격이 30 및 60 kHz 일 때, TA command 추정 정확도는98–99%를 달성 할 수 있다. 마지막으로, 밀리미터파 네트워크에서 간섭을 줄이기 위한 간섭 인식 빔 조정 방법인 IBA를 제안한다. 시간과 주파수 자원을 다르게 예약하여 간섭을 줄이는 기존의 방법과 달리 IBA는 빔 조정을 통해 간섭을 제어한다.이 때, 간섭을 줄이기 위해 새로운 빔 쌍을 찾는 검색 공간을 줄이는 것이 중요하다.현실적으로 모든 빔 쌍의 조합을 검색하는 것은 불가능하다. 따라서 IBA는 Monte Carlo 방법을 통해 검색 공간을 축소하여 local optimum을 달성하도록 설계되어야한다. IBA는 5G 표준의 빔 조정 방법과 비교했을 때, 하위 50% throughput의 중간값이최대 50%까지 향상된다. 요약하면, 우리는 5G 및 그 이후의 다양한 사용 사례를 위해서 2 단계 랜덤 액세스, 자체 상향링크 동기화 프레임 워크, 그리고 간섭 인식 빔조정 방법을 제안한다. 이 연구를 통해 최신 기술에 비해 지연시간 및 처리량과 같은네트워크 성능이 향상된다.1 Introduction 1 1.1 5G Vision, Applications, and Keywords 1 1.2 Overview of Existing Approach 3 1.3 Main Contributions 4 1.3.1 RAPID: Two-Step Random Access 4 1.3.2 EsTA: Self-Uplink Synchronization 5 1.3.3 IBA: Interference-Aware Beam Adjustment 5 1.4 Organization of the Dissertation 6 2 RAPID: Contention Resolution-based Random Access Procedure using Context ID for IoT 7 2.1 Introduction 7 2.2 Background 10 2.2.1 RRC State 10 2.2.2 Random Access Procedure 11 2.2.3 Uplink Latency in RRC INACTIVE State 13 2.2.4 Related Work 14 2.3 RAPID: Proposed Random Access Procedure 15 2.3.1 Overview 15 2.3.2 Criterion of Applying RAPID 16 2.3.3 Preamble Set and RACH Period Allocation 17 2.3.4 Preamble Transmission 18 2.3.5 RAR Transmission 19 2.3.6 AS Context ID Allocation 21 2.3.7 Number of Preambles for RAPID 22 2.4 Access Pattern Analyzer 22 2.4.1 Overview 22 2.4.2 APA Operation 23 2.4.3 Margin Value 26 2.4.4 Offset Index Decision 26 2.5 Random Access Load Analysis 27 2.5.1 System Model 28 2.5.2 Markov Chain Model for 4-Step RA 29 2.5.3 Average Random Access Load for 4-Step RA 34 2.5.4 Markov Chain Model for RAPID 34 2.5.5 Average Random Access Load for RAPID 37 2.5.6 Validation of Analysis 38 2.5.7 Optimization Problem 41 2.6 Performance Evaluation 42 2.6.1 Simulation Setup 42 2.6.2 Number of Preambles for RAPID 43 2.6.3 Performance of RAPID 43 2.6.4 Performance of APA 48 2.7 Summary 48 3 EsTA: Self-Uplink Synchronization in 2-Step Random Access 49 3.1 Introduction 49 3.2 Background 51 3.2.1 Overview of 2-Step CBRA 51 3.2.2 Channel Structure for msgA 52 3.2.3 TA Handling for the Payload 54 3.2.4 2-Step Random Access in Recent Literature 56 3.3 Challenges of 2-Step Random Access 57 3.3.1 Preamble Allocation 57 3.3.2 Resource Mapping for msgA 58 3.3.3 DFT Operation in gNB 58 3.3.4 Detected Collision Problem 58 3.4 EsTA: Proposed Self-UL Synchronization Procedure 59 3.4.1 Overview 60 3.4.2 Overall Procedures 60 3.4.3 Performance Evaluation 61 3.4.4 Future Research Perspectives 65 3.5 Summary 65 4 IBA: Interference-Aware Beam Adjustment for 5G mmWave Networks 67 4.1 Introduction 67 4.2 Background 68 4.2.1 Beam Management in 5G NR 68 4.2.2 System-Level Simulation and 3D Beamforming for 5G NR 70 4.3 Motivation 70 4.3.1 Throughput Degradation by Interference 70 4.4 IBA: Proposed Interference Management Scheme 72 4.4.1 Overall Procedure 72 4.4.2 Reduction of Search Space 72 4.4.3 Algorithm for IBA 75 4.5 Performance Evaluation 76 4.6 Summary 78 5 Concluding Remarks 79 5.1 Research Contributions 79 5.2 Future Work 80 Abstract (In Korean) 89 감사의 글 92Docto

Τεχνικές ενεργειακής αποδοτικότητας κυψελωτών δικτύων

Σε μια περίοδο που γίνεται όλο και συχνότερα λόγος για την επίδραση του κλάδου των Επικοινωνιών στο περιβάλλον, η ενεργειακή αποδοτικότητα τείνει να αποτελέσει βασικό ζήτημα κατά το σχεδιασμό και την υλοποίηση των κυψελωτών κινητών δικτύων. Σκοπός της παρούσας εργασίας είναι η περιγραφή και κατηγοριοποίηση ενός αριθμού τεχνικών ενεργειακής αποδοτικότητας στα κινητά δίκτυα. Οι τεχνικές που περιγράφονται αφορούν κυρίως το πιο ενεργοβόρο κομμάτι του κινητού δικτύου, το δίκτυο πρόσβασης. Η περιγραφή των τεχνικών εξοικονόμησης ενέργειας συνοδεύεται από ένα απλό μοντέλο της ισχύος λειτουργίας του κινητού δικτύου. Το μοντέλο αυτό χρησιμεύει στον υπολογισμό της κατανάλωσης ισχύος σε κάθε ένα από τα διαφορετικά σενάρια υλοποίησης του δικτύου πρόσβασης. Η σύγκριση των αποτελεσμάτων κατανάλωσης ισχύος οδηγεί σε συμπεράσματα χρήσιμα για το σχεδιασμό ενεργειακά αποδοτικών δικτύων πρόσβασης. Τα σενάρια υλοποίησης του δικτύου πρόσβασης, σύμφωνα με τις τεχνικές ενεργειακής αποδοτικότητας που περιγράφονται στην παρούσα εργασία, βασίζονται στην:1)απενεργοποίηση ή βαθμιαία εξασθένιση ενός αριθμού σταθμών βάσης, των οποίων το φορτίο κίνησης είναι χαμηλό.2)χρήση μικροσταθμών βάσης και femtocells σε ομογενή δίκτυα μακροσταθμών. 4)συνεργατική διαχείριση των δικτύων πρόσβασης που ανήκουν σε διαφορετικούς παρόχους. Τέλος, εκτός από τα παραπάνω σενάρια υλοποίησης του δικτύου πρόσβασης, περιγράφεται επίσης και ο μηχανισμός ασυνεχούς λήψης (DRX), στα δίκτυα LTE και UMTS, ο οποίος παρέχει βελτίωση στη διάρκεια ζωής της μπαταρίας της κινητής συσκευής του χρήστη και αυξάνει τη χωρητικότητα του συνολικού συστήματος.Recently, the environmental consequences of the Communication Industry, has been receiving an emerging attention from both industrial and fundamental researchers. Thesis work has investigated a number of different means and techniques that improve the energy efficiency of evolved mobile networks. The techniques described in this thesis are mainly about the access network, which is the most energy consuming sector of the mobile cellular network. The description of the energy efficient techniques is followed by a simple radio network power usage model. Based on the model, examples are given where different deployment scenarios have been compared and we have come to useful conclusions from energy consumption perspective. The deployment scenarios, that enclose the energy efficient techniques mentioned in the present thesis, are based in:1)turning off certain cells when the network traffic is low.2)reducing the capacity, services and energy consumption of certain cells, without turning off turning off the cells, when the network traffic is low.3)using micro base stations and femtocells in homogeneous networks of macro base stations.4)the energy-aware cooperative management of the cellular access networks of two operators offering service over the same area. Finally, apart from the above deployment scenarios of the access network, the DRX mechanism in LTE and UMTS networks, is also described in the present thesi

Energy Efficiency in Communications and Networks

The topic of "Energy Efficiency in Communications and Networks" attracts growing attention due to economical and environmental reasons. The amount of power consumed by information and communication technologies (ICT) is rapidly increasing, as well as the energy bill of service providers. According to a number of studies, ICT alone is responsible for a percentage which varies from 2% to 10% of the world power consumption. Thus, driving rising cost and sustainability concerns about the energy footprint of the IT infrastructure. Energy-efficiency is an aspect that until recently was only considered for battery driven devices. Today we see energy-efficiency becoming a pervasive issue that will need to be considered in all technology areas from device technology to systems management. This book is seeking to provide a compilation of novel research contributions on hardware design, architectures, protocols and algorithms that will improve the energy efficiency of communication devices and networks and lead to a more energy proportional technology infrastructure

Improving Mobile Network Performance Through Measurement-driven System Design Approaches

Mobile networks are complex, dynamic, and often perform poorly. Many factors affect network performance and energy consumption: examples include highly varying network latencies and loss rates, diurnal user movement patterns in cellular networks that impact network congestion, and how radio energy states interacts with application traffic. Because mobile devices experience uniquely dynamic and complex network conditions and resource tradeoffs, incorporating ongoing, continuous measurements of network performance, resource usage and user and app behavior into mobile systems is essential in addressing the pervasive performance problems in these systems. This dissertation examines five different approaches to this problem. First, we discuss three measurement studies which help us understand mobile systems and how to improve them. The first examines how RRC state performance impacts network performance in the wild and argues carriers should measure RRC state performance from the user's perspective when managing their networks. The second looks at trends in applications' background network energy consumption, and shows that more systematic approaches are needed to manage app behavior. The third examines how Server Push, a new feature of HTTP/2, can in certain cases improve mobile performance, but shows that it is necessary to use measurements to determine if Server Push will be helpful or harmful. Two other projects show how measurements can be incorporated directly into systems that predict and manage network traffic. One project examines how a carrier can support prefetching over time spans of hours by predicting the network loads a user will see in the future and scheduling highly delay-tolerant traffic accordingly. The other examines how the network requests of mobile apps can be predicted, a first step towards an automated and general app prefetching system. Overall, measurements of network performance and app and user behavior are powerful tools in building better mobile systems.PHDComputer Science & EngineeringUniversity of Michigan, Horace H. Rackham School of Graduate Studieshttps://deepblue.lib.umich.edu/bitstream/2027.42/136944/1/sanae_1.pd