• Title/Summary/Keyword: Integrated traffic control

Search Result 161, Processing Time 0.029 seconds

PGA: An Efficient Adaptive Traffic Signal Timing Optimization Scheme Using Actor-Critic Reinforcement Learning Algorithm

  • Shen, Si;Shen, Guojiang;Shen, Yang;Liu, Duanyang;Yang, Xi;Kong, Xiangjie
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.14 no.11
    • /
    • pp.4268-4289
    • /
    • 2020
  • Advanced traffic signal timing method plays very important role in reducing road congestion and air pollution. Reinforcement learning is considered as superior approach to build traffic light timing scheme by many recent studies. It fulfills real adaptive control by the means of taking real-time traffic information as state, and adjusting traffic light scheme as action. However, existing works behave inefficient in complex intersections and they are lack of feasibility because most of them adopt traffic light scheme whose phase sequence is flexible. To address these issues, a novel adaptive traffic signal timing scheme is proposed. It's based on actor-critic reinforcement learning algorithm, and advanced techniques proximal policy optimization and generalized advantage estimation are integrated. In particular, a new kind of reward function and a simplified form of state representation are carefully defined, and they facilitate to improve the learning efficiency and reduce the computational complexity, respectively. Meanwhile, a fixed phase sequence signal scheme is derived, and constraint on the variations of successive phase durations is introduced, which enhances its feasibility and robustness in field applications. The proposed scheme is verified through field-data-based experiments in both medium and high traffic density scenarios. Simulation results exhibit remarkable improvement in traffic performance as well as the learning efficiency comparing with the existing reinforcement learning-based methods such as 3DQN and DDQN.

The Analysis of Flight Data Processing System (비행자료 처리시스템 분석)

  • Kim, Do-woo;Oh, Seung Hee;Lee, Deok Gyu;Lee, Seoung Hyeon;Han, Jong-wook
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2009.05a
    • /
    • pp.785-788
    • /
    • 2009
  • The flight data processing system is the system which processes and manages all flight related data for the aircraft control and performs the trajectory modeling. It takes charge of the role of performing the core function of the integrated information processing system for the flight control. For the safe aircraft's flight, the information transfer and exchange among air traffic control units are the essential element through the flight data processing. Therefore, for the development of the flight data processing system we are going to analyze its function and look into the necessary consideration in a design in this paper.

  • PDF

MAC Protocol based on Spreading Code Status-Sensing Scheme for Integrated Voice/Data Services (확산코드 상태 감지 기법에 의한 통합 음성/데이터 서비스 MAC 프로토콜)

  • 임인택
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.5 no.5
    • /
    • pp.916-922
    • /
    • 2001
  • A medium access control protocol is proposed for integrated voice and data services in the packet CDMA network with a small coverage. Uplink channels are composed of time slots and multiple spreading codes for each slot. This protocol gives higher access priority to the delay-sensitive voice traffic than to the data traffic. During a talkspurt, voice terminals reserve a spreading code to transmit multiple voice packets. On the other hand, whenever generating a data packet, data terminals transmit a packet based on the status Information of spreading codes in the current slot, which is received from base station. In this protocol, voice packet does not come into collision with data packet. Therefore, this protocol can increase the maximum number of voice terminals.

  • PDF

Design of cellular, satellite, and integrated systems for 5G and beyond

  • Kim, Junhyeong;Casati, Guido;Cassiau, Nicolas;Pietrabissa, Antonio;Giuseppi, Alessandro;Yan, Dong;Strinati, Emilio Calvanese;Thary, Marjorie;He, Danping;Guan, Ke;Chung, Heesang;Kim, Ilgyu
    • ETRI Journal
    • /
    • v.42 no.5
    • /
    • pp.669-685
    • /
    • 2020
  • 5G AgiLe and fLexible integration of SaTellite And cellulaR (5G-ALLSTAR) is a Korea-Europe (KR-EU) collaborative project for developing multi-connectivity (MC) technologies that integrate cellular and satellite networks to provide seamless, reliable, and ubiquitous broadband communication services and improve service continuity for 5G and beyond. The main scope of this project entails the prototype development of a millimeter-wave 5G New Radio (NR)-based cellular system, an investigation of the feasibility of an NR-based satellite system and its integration with cellular systems, and a study of spectrum sharing and interference management techniques for MC. This article reviews recent research activities and presents preliminary results and a plan for the proof of concept (PoC) of three representative use cases (UCs) and one joint KR-EU UC. The feasibility of each UC and superiority of the developed technologies will be validated with key performance indicators using corresponding PoC platforms. The final achievements of the project are expected to eventually contribute to the technical evolution of 5G, which will pave the road for next-generation communications.

Service Class Priority Controlled DBA Scheduling Method and Performance Evaluation in Ethernet PONs (Ethernet PONs에서 서비스 클래스별 전송 우선순위를 적용한 DBA 스케쥴링 방식 및 성능 분석)

  • Nam Yoon-Seok
    • The KIPS Transactions:PartC
    • /
    • v.12C no.5 s.101
    • /
    • pp.679-686
    • /
    • 2005
  • Because EPON access network shares a medium and aggregates the traffic from EPON subscribers, scheduling media access control on EPON bandwidth allocation is very important. Furthermore DBA mechanism of EPON based on TDMA is out of specification and up to implementation. This paper deals with a DBA method to guarantee the QoS of the delay sensitive traffic on the base of best-effort service and delay priority queue management. The proposed method performs virtual scheduling algorithm for the integrated traffic. It uses the same MAC messages and tries to guarantee the QoS of higher priority traffic first with a simple DBA architecture. We evaluate the algorithm for traffic delay according to polling interval and traffic load of upstream and downstream. The results show that the proposed method can guarantee the QoS of the delay sensitive traffic with priority of the service classes.

Dynamic Resource Allocation Method to improve QoS in the Wireless ATM Networks (무선 ATM망에서 QoS 향상을 위한 동적 자원 할당 방식)

  • Kim, Seung-Hwan;Lee, Sun-Sook;Lee, Jae-Hong;Jang, Dong-Heyok
    • The Transactions of the Korea Information Processing Society
    • /
    • v.7 no.9
    • /
    • pp.2940-2947
    • /
    • 2000
  • In the wireless ATM networks, a Medium Access Control (MAC) protocol is required to support an integrated mix of multimedia traffic services. The MAC protocol should be designed in a way that the limited wireless bandwidth can be efficiently utilized maximizing the Quality of Service (QoS) guarantees for various traffic service classes. In this paper, a Dynamic Resource Allocation-based MAC protocol, which satisfies QoS of each traffic service class in the wireless ATM environment, is proposed. The proposed MAC protocol adopts the dynamic channel allocation schemes for a mix of different traffic service classes. The suggested MAC protocol is designed to provide the QoS guarantees for Constant Bit Rate (CBR) or real-time Variable Bit Rate (VBR) traffic through fixed or dynamic reservation. For Available Bit Rate (ABH) traffic, which has the lowest priority among the traffic classes, large improvement in delay by reserving the minimum bandwidth is shown. And for real-time VBR traffic, increase in throughput of transmission is demonstrated because of bandwidth, which is allocated through contention at the initial phase and without contention thereafter.

  • PDF

Performance Analysis of An Optimal Access Control Protocol (고속 통신을 위한 최적 액세스제어 프로토콜의 성능 분석)

  • 강문식;이상헌;이상배
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.19 no.10
    • /
    • pp.1945-1956
    • /
    • 1994
  • In this paper, a multiaccess network protocol for high-speed communication is proposed, which enables multimedia sevices with integrating the existing networks. We examine the traffic control mechanisms and configurations for the network architecture and compare with various protocols which are suitable to high speed LAN/MAN and propose an adaptive access control mechanism. ATMR has low channel utilization due to window size reset time, and that MetaRing is very sensitive over the change of traffic load. This suggested protocol, however, has quite a good performance for that situation by adding adaptive parameter condition. This mechanism may introduce a model of small-scaled Broadband Integrated Service Network and be used as an internetworking system for the ATM network.

  • PDF

Performance evaluation of fieldbus protocol using simulation (시뮬레이션을 이용한 필드버스 프로토콜의 성능 평가)

  • Lee, Gyung-Chang;Kim, In-Joon;Lee, Seok
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 1997.10a
    • /
    • pp.676-679
    • /
    • 1997
  • Networking for manufacturing is gaining importance as a nerve system of computer-integrated manufacturing(CIM). Among the various network types, the most inexpensive type called fieldbus is specifically aimed to interconnect simple devices such as sensors and actuators. For this purpose, there are several choices of the protocol such as Profibus, FIP, Foundation Fieldbus, and IEC/ISA fieldbus. This paper presents the simulation results of Profibus and FIP. Both protocols has been simulated in order to evaluate the performance such as transmission delay and throughput under different protocol parameter setting and traffic conditions.

  • PDF

A Study on the Integrated Security Monitoring & Control in Financial Investment Industry Computer Networks (금융투자업계 전산망의 통합보안관제에 관한 연구)

  • Jung, Eui-Yeon
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2012.11a
    • /
    • pp.857-860
    • /
    • 2012
  • 본 논문은 금융투자업계에 대한 보안관제 정책을 기준으로 업계가 공동이용 가능한 통합보안관제시스템이 구축 가능하도록 금융투자회사들이 구축 운용하고 있는 보안인프라를 비롯한 전산망의 보안관제를 위한 적용 기술과 운용체계 등을 조사하고, 이를 토대로 외부로부터 공격에 대비한 모니터링, 침입탐지 및 실시간 방어 등의 기능이 적절하게 수행되고 업계 차원의 종합적이고 체계적인 관리가 가능한 통합보안관제시스템 모델과 운영방안을 제시하고자 한다.

An Integrated QoS Management System for Large-Scale Heterogeneous IP Networks : Design and Prototype Implementation (대규모 이기종 IP 망의 통합품질관리 시스템의 설계 및 구현)

  • Choi, Tae-Sang;Chung, Hyung-Seok;Choi, Hee-Sook;Kim, Chang-Hoon;Jeong, Tae-Soo
    • The Transactions of the Korea Information Processing Society
    • /
    • v.7 no.11S
    • /
    • pp.3633-3650
    • /
    • 2000
  • Internet is no longer a network for special communities but became a global means of communication infrastructure for everyday life. People are exchanging their personal messages using e-mails, students are getting their educational aids through the web, people are buying a variety of goods from cyber shopping malls, and companies are conducting their businesses over the Internet. Recently, such an explosive growth of the traffic in the Internet raised a big concern on how to accommodate ever-changing user's needs in terms of an amount of the traffic, characteristics of the traffic, and various service quality requirements, Over provisioning can be a simple solution but it is too expensive and inefficient. Thus many new technologies to solve this very difficult puzzle have bcen introduced recently, Any single solution, however, can be insufficient and a carefully designed architecture, which integrates a group of solutions, is required. In this paper, we propose a policy-based Internet QoS provisioning, traffic engineering and perfonnance management system as our solution to this problem. Our integrated management QoS solution can provide highly responsive flow-through service provisioning, more realistic service and resource policy control based on the real network performance information, and centralized control of traffic engineering for heterogeneous networks.

  • PDF