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Topology Optimization for Urban Traffic Sensor Network 被引量:4
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作者 胡坚明 宋靖雁 +1 位作者 张鸣晨 康晓京 《Tsinghua Science and Technology》 SCIE EI CAS 2008年第2期229-236,共8页
This paper presents an optimized topology for urban traffic sensor networks. Small world theory is used to improve the performance of the wireless communication system with a heterogeneous transmission model and an op... This paper presents an optimized topology for urban traffic sensor networks. Small world theory is used to improve the performance of the wireless communication system with a heterogeneous transmission model and an optimal transmission radius. Furthermore, a series of simulations based on the actual road network around the 2nd Ring Road in Beijing demonstrate the practicability of constructing artificial "small worlds". Moreover, the particle swarm optimization method is used to calculate the globally best distribution of the nodes with the large radius. The methods proposed in this paper will be helpful to the sensor nodes deployment of the new urban traffic sensor networks. 展开更多
关键词 urban traffic sensor network small world topology optimization particle swarm optimization
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Performance and Challenges in Utilizing Non-Intrusive Sensors for Traffic Data Collection
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作者 Xin Yu Panos D. Prevedouros 《Advances in Remote Sensing》 2013年第2期45-50,共6页
Extensive field tests of non-intrusive sensors for traffic volume, speed and classification detection were conducted under a variety of traffic composition and road width conditions. The accuracy challenges of utilizi... Extensive field tests of non-intrusive sensors for traffic volume, speed and classification detection were conducted under a variety of traffic composition and road width conditions. The accuracy challenges of utilizing non-intrusive sensors for traffic data collection were studied. Both fixed and portable sensors with infrared, microwave and image recognition technologies were tested. Most sensors obtained accurate or fairly accurate measurements of volume and speed, but vehicle classification counts were problematic even when classes were reduced to 3 to 5 compared to FHWA’s 13-class standard scheme. 展开更多
关键词 Non-Intrusive traffic sensor CLASSIFICATION
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A Chain Routing Algorithm Based on Traffic Prediction in Wireless Sensor Networks 被引量:1
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作者 Yi Sun Lei Xu +1 位作者 Xin Wu Minxuan Shen 《Communications and Network》 2013年第3期504-507,共4页
As a representative of chain-based protocol in Wireless Sensor Networks (WSNs), EEPB is an elegant solution on energy efficiency. However, in the latter part of the operation of the network, there is still a big probl... As a representative of chain-based protocol in Wireless Sensor Networks (WSNs), EEPB is an elegant solution on energy efficiency. However, in the latter part of the operation of the network, there is still a big problem: reserving energy of the node frequently presents the incapacity of directly communicating with the base station, at the same time capacity of data acquisition and transmission as normal nodes. If these nodes were selected as LEADER nodes, that will accelerate the death process and unevenness of energy consumption distribution among nodes.This paper proposed a chain routing algorithm based ontraffic prediction model (CRTP).The novel algorithmdesigns a threshold judgment method through introducing the traffic prediction model in the process of election of LEADER node. The process can be dynamically adjusted according to the flow forecasting. Therefore, this algorithm lets the energy consumption tend-ing to keep at same level. Simulation results show that CRTP has superior performance over EEPB in terms of balanced network energy consumption and the prolonged network life. 展开更多
关键词 Wireless sensor Networks A CHAIN ROUTING Algorithm LEADER NODE traffic Prediction Model
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基于改进DV-HOP的道路交通拥堵传感节点快速监测
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作者 张华 易丹 《计算机测量与控制》 2024年第3期37-43,共7页
由于现有交通拥堵监控设备在海量三维交通信息中处理数据的能力较差,导致监测目标延迟较高,故设计一种基于改进DV-HOP的道路交通拥堵传感节点快速监测方法;在待监测区域安置无线视觉传感器,划分子节点与Sink节点,采集车辆通行状况和整... 由于现有交通拥堵监控设备在海量三维交通信息中处理数据的能力较差,导致监测目标延迟较高,故设计一种基于改进DV-HOP的道路交通拥堵传感节点快速监测方法;在待监测区域安置无线视觉传感器,划分子节点与Sink节点,采集车辆通行状况和整体长度;把异常道路数据作为小概率事件,确立速率采集周期及交通状态采集周期,推算历史车辆速率均值和交通数据方差,设定拥堵临界值,分析路段是否产生拥堵;对道路交通拥堵节点进行初始化,确定全部道路交通拥堵节点,并将其转换到二维坐标中;利用改进DV-HOP算法获取道路交通拥堵节点位置信息,得出道路交通拥堵节点监测结果;实验分析表明:设计方法的均等系数值可达0.998,数据传输延时仅为3.5 s,表明交通拥堵监测精度较高。 展开更多
关键词 无线传感网 交通拥堵 车辆监测 传感节点 模拟退火算法
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Intelligent 3-Way Priority-Driven Traffic Light Control System for Emergency Vehicles
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作者 Joe Essien Felix Uloko 《Open Journal of Applied Sciences》 2023年第8期1207-1223,共17页
The problem of traffic congestion is a significant phenomenon that has had a substantial impact on the transportation system within the country. This phenomenon has given rise to numerous intricacies, particularly in ... The problem of traffic congestion is a significant phenomenon that has had a substantial impact on the transportation system within the country. This phenomenon has given rise to numerous intricacies, particularly in instances where emergency situations occur at traffic light intersections that are consistently congested with a high volume of vehicles. This implementation of a traffic light controller system is designed with the intention of addressing this problem. The purpose of the system was to facilitate the operation of a 3-way traffic control light and provide priority to emergency vehicles using a Radio Frequency Identification (RFID) sensor and Reduced Instruction Set Computing (RISC) Architecture Based Microcontroller. This research work involved designing a system to mitigate the occurrence of accidents commonly observed at traffic light intersections, where vehicles often need to maneuver in order to make way for emergency vehicles following a designated route. The research effectively achieved the analysis, simulation and implementation of wireless communication devices for traffic light control. The implemented prototype utilizes RFID transmission, operates in conjunction with the sequential mode of traffic lights to alter the traffic light sequence accordingly and reverts the traffic lights back to their normal sequence after the emergency vehicle has passed the traffic lights. 展开更多
关键词 RFID sensors MICROCONTROLLER traffic Light Control System RISC Architecture Intelligent Systems
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地铁自动检票机扇门控制机制的优化设计
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作者 潘昌杉 《现代交通技术》 2024年第5期84-88,共5页
部分地铁线路运营过程中,自动检票机处于正常服务状态,但乘客刷卡后扇门不开或开启后不关闭(常开)的现象频发,导致设备不能自动复位继续使用,降低了服务效率。通过走访调研部分地铁公司,利用贵阳职业技术学院城轨实训基地站厅的闸机设... 部分地铁线路运营过程中,自动检票机处于正常服务状态,但乘客刷卡后扇门不开或开启后不关闭(常开)的现象频发,导致设备不能自动复位继续使用,降低了服务效率。通过走访调研部分地铁公司,利用贵阳职业技术学院城轨实训基地站厅的闸机设备进行模拟演练,分析乘客手持不同类型的车票快速进出站时闸机扇门的开关动作情况,对扇门的上层控制机制进行逻辑优化,有效保证了自动检票机正常工作时乘客能够安全、快速地连续过闸,且扇门不会出现常开或常闭现象。研究对于解决全国各地地铁同类设备出现的类似故障具有一定的参考价值。 展开更多
关键词 自动售检票系统(AFC) 自动检票机 扇门控制 通行传感器
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基于无线传感网络的体积修正仪校准装置的研制
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作者 黄晓滨 刘银锋 +2 位作者 陆春 奚弘远 张金鹏 《计量与测试技术》 2024年第1期18-21,共4页
本文介绍了一种基于无线传感网络的体积修正仪校准装置的研制。通过研制无线压力校验装置、无线温度校准装置及无线频率计装置,构建整套体积修正仪校准装置,实现对修正仪的自动检定,并采用高精度压力温度电学测试装置构成高精度验证系统... 本文介绍了一种基于无线传感网络的体积修正仪校准装置的研制。通过研制无线压力校验装置、无线温度校准装置及无线频率计装置,构建整套体积修正仪校准装置,实现对修正仪的自动检定,并采用高精度压力温度电学测试装置构成高精度验证系统,对装置性能进行试验和评估,测试结果的可靠和有效性。 展开更多
关键词 流量 校准 无线传感网络
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智能多云流量计算机装置平台设计研究
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作者 张迁礼 邓广龙 +1 位作者 李喜东 孙晶 《自动化技术与应用》 2024年第11期213-216,共4页
本文针对当前流量计算与管理领域面临的挑战,设计了一个创新性的智能多云流量计算机装置平台。该平台通过传感器技术创新、数据处理和分析能力提升、人工智能和机器学习技术应用、物联网和云计算整合等方式,实现了高精度、高效率、多功... 本文针对当前流量计算与管理领域面临的挑战,设计了一个创新性的智能多云流量计算机装置平台。该平台通过传感器技术创新、数据处理和分析能力提升、人工智能和机器学习技术应用、物联网和云计算整合等方式,实现了高精度、高效率、多功能、智能化的流量计算与管理。平台采用模块化设计,具有良好的安全性、可扩展性和可持续性。本文对平台的整体架构、软硬件设计、安全性能、绿色环保等方面进行了详细阐述,并通过原型系统搭建与测试,验证了平台的有效性。此外,本文还分析了平台在智慧城市、工业互联网、车联网等领域的应用前景,以及其创新性和可行性。本研究为流量计算与管理领域的技术发展提供了新的思路和方法,具有重要的学术价值和实践意义。 展开更多
关键词 流量计算机 传感器技术 数据处理 人工智能 物联网 云计算
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多传感器融合下道路交通车辆碳排放量实时监测方法
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作者 朱云波 马聪 +2 位作者 王晋 付心 丁怡然 《计算技术与自动化》 2024年第1期66-71,共6页
面对日趋复杂的道路交通情况,在车辆碳排放量监测时,容易受到干扰因素影响,导致监测结果不精准,提出了多传感器融合下道路交通车辆碳排放量实时监测方法。使用多传感器阵列采集车辆碳排放量信息,利用卡尔曼滤波法计算采集信息各个样本... 面对日趋复杂的道路交通情况,在车辆碳排放量监测时,容易受到干扰因素影响,导致监测结果不精准,提出了多传感器融合下道路交通车辆碳排放量实时监测方法。使用多传感器阵列采集车辆碳排放量信息,利用卡尔曼滤波法计算采集信息各个样本与融合中心欧式距离,以该距离为半径画圆,将全部采集的车辆碳排放量信息融入其中。使用多传感器融合技术的卡尔曼滤波法构建监测点滤波处理模型,结合多传感器融合框架感知多维数据,剔除噪声后监测点预测值。根据线性微分方程累减白化方程时间,构建基于多传感器融合技术的监测模型。根据多传感器双层融合过程,实现车辆碳排放量的实时监测。由实验结果可知,该方法监测结果与实际统计数据存在最大为0.05 Mt的误差,监测所需最短时间为0.1 s,为交通车辆绿色通行提供技术支持。 展开更多
关键词 多传感器融合 道路交通 碳排放量 实时监测
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基于流量延时调度的无线传感网数据传输拥塞控制方法
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作者 农佳明 陈孟臻 《传感技术学报》 CAS CSCD 北大核心 2024年第8期1441-1447,共7页
无线传感网络在数据传输时出现流量控制困难和节点拥塞的情况,为此提出一种新的基于流量延时调度的传输拥塞控制方法。引入流量延时调度,确定数据流量,滤波处理数据流量,设置延时阈值,通过流量与延时阈值的对比,判断是否需要重新传输数... 无线传感网络在数据传输时出现流量控制困难和节点拥塞的情况,为此提出一种新的基于流量延时调度的传输拥塞控制方法。引入流量延时调度,确定数据流量,滤波处理数据流量,设置延时阈值,通过流量与延时阈值的对比,判断是否需要重新传输数据,完成数据传输控制机制设计。利用数据生成树获取网络有效数据包,以此计算信道可以传输数据包的概率临界值,构建数据传输拥堵控制模型,实现无线传感网数据传输拥塞控制。通过仿真分析得知,所提方法拥堵控制的能量消耗仅为149 J,数据传输速率提升到80 Mbit/s以上,数据完整度在99.0%以上,所提方法有效提高了数据传输速率和完整度,降低了能耗消耗,可以有效控制数据传输拥塞,具备了可行性。 展开更多
关键词 无线传感网 拥塞控制 流量延时调度 数据传输 流量匹配 生成树
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铁路车轮传感器测速系统改进方案研究
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作者 罗奕凯 张煜民 黄厚钦 《铁道技术监督》 2024年第6期16-21,共6页
采用铁路车轮传感器测速系统测量列车运行速度时,得到的速度数据存在滞后性,影响铁路货运计量及安全监测设备应用的可靠性,降低铁路货物运输安全的物防、技防能力。集成加速度补偿法和Holt双参数指数平滑法,运用列车运行过程中的历史速... 采用铁路车轮传感器测速系统测量列车运行速度时,得到的速度数据存在滞后性,影响铁路货运计量及安全监测设备应用的可靠性,降低铁路货物运输安全的物防、技防能力。集成加速度补偿法和Holt双参数指数平滑法,运用列车运行过程中的历史速度形成的短期数列,能够较为准确地预测列车速度,提高预测结果的准确度。介绍车轮传感器工作原理,在详细分析加速度补偿铁路车轮传感器法、指数平滑法、Holt双参数指数平滑法等预测法优缺点的基础上,研究提出基于加速度补偿和Holt双参数指数平滑法的铁路车轮传感器测速系统改进方案。提取南宁南站某测点1天的列车速度原始数据,验证测速系统改进方案。验证结果表明,改进方案可以有效缩短滞后效应,降低测量数据与实际列车速度的误差。 展开更多
关键词 货运安全 测速系统 车轮传感器 加速度补偿法 指数平滑法
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Characteristics of lateral vehicular interactions in heterogeneous traffic with weak lane discipline 被引量:1
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作者 Anuj Kishor Budhkar Akhilesh Kumar Maurya 《Journal of Modern Transportation》 2017年第2期74-89,共16页
Heterogeneous traffic conditions prevail in developing countries. Vehicles maintain weak lane discipline which increases lateral interactions of vehicles significantly. It is necessary to study these interactions in t... Heterogeneous traffic conditions prevail in developing countries. Vehicles maintain weak lane discipline which increases lateral interactions of vehicles significantly. It is necessary to study these interactions in the form of maintained lateral gaps for modeling this traffic scenario. This paper aims at determining lateral clearances maintained by different vehicle types while moving in a heterogeneous traffic stream during overtaking. These data were collected using an instrumented vehicle which runs as a part of the stream. Variation of obtained clearance with average speed of interacting vehicles is studied and modeled. Different instrumented vehicles of various types are developed using (1) ultrasonic sensors fixed on both sides of vehicle, which provide inter-vehicular lateral distance and relative speed; and (2) GPS device with cameras, which provides vehicle type and speed of interacting vehicles. They are driven on different roads in six cities of India, to measure lateral gaps maintained with different interacting vehicles at different speeds. Relationships between lateral gaps and speed are modeled as regression lines with positive slopes and beta-distributed residuals. Nature of these graphs (i.e., slopes, intercepts, residuals) are also evaluated and compared for different interacting vehicle-type pairs. It is observed that similar vehicle pairs maintain less lateral clearance than dissimilar vehicle pairs. If a vehicle interacts with two vehicles (one on each side) simultaneously, lateral clearance is reduced and safety of the vehicles is compromised. The obtained relationships can be used for simulating lateral clearance maintaining behavior of vehicles in heterogeneous traffic. 展开更多
关键词 Ultrasonic sensors - Heterogeneous traffic Lateral gaps Lateral vehicular interactions Weak lane discipline
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Multi-Gradient Routing Protocol for Wireless Sensor Networks 被引量:3
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作者 Ying Qiu Shining Li +2 位作者 Zhigang Li Yu Zhang Zhe Yang 《China Communications》 SCIE CSCD 2017年第3期118-129,共12页
Sensor networks tend to support different traffic patterns since more and more emerging applications have diverse needs. We present MGRP, a Multi-Gradient Routing Protocol for wireless sensor networks, which is fully ... Sensor networks tend to support different traffic patterns since more and more emerging applications have diverse needs. We present MGRP, a Multi-Gradient Routing Protocol for wireless sensor networks, which is fully distributed and efficiently supports endto-end, one-to-many and many-to-one traffic patterns by effectively construct and maintain a gradient vector for each node. We further combine neighbor link estimation with routing information to reduce packet exchange on network dynamics and node failures. We have implemented MGRP on Tiny OS and evaluated its performance on real-world testbeds. The result shows MGRP achieves lower end-to-end packet delay in different traffic patterns compared to the state of the art routing protocols while still remains high packet delivery ratio. 展开更多
关键词 wireless sensor network routing protocol multi-gradient end-to-end traffic pattern
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Modulating Traffic Signal Phases to Realize Real-Time Traffic Control System 被引量:2
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作者 Rajendra S. Parmar Bhushan H. Trivedi 《Journal of Transportation Technologies》 2017年第1期26-35,共10页
This paper proposes innovations to address challenges emanating from road traffic congestion. Improving economies create more car owners resulting in increased automobile manufacturing, increased vehicle population gi... This paper proposes innovations to address challenges emanating from road traffic congestion. Improving economies create more car owners resulting in increased automobile manufacturing, increased vehicle population giving rise to higher emission of CO2 resulting in traffic congestion. Congested traffic has idling vehicles which emit higher CO2 and pollution. Besides, traffic congestion increases turnaround time, delivery time, commuting time and related logistical aspects. Commuting time negatively impacts working hours. Unless the traffic congestion is mitigated, the economy will take a beating creating a vicious ecology cycle. Building new roads, bridges or reconditioning of infrastructure is not always the best possible solutions. Efficient traffic management is a key to country’s economic growth. Various analytical models are employed to study, appreciate traffic congestion. The paper studies these models to infer that real time approach is the only solution. Several approaches are being worked on and few commercial systems too are available. These systems provide traffic information for course correction. However, it has latency and hence deviates from real time environment. Traffic congestion being highly dynamic in nature, it necessitates real time solution with real time inputs. It is proposed to integrate Real time traffic data with the traffic signal thus modulating the cycle timings at every junction. Deviation from static asymmetric cycle timing is implemented by assigning green phases based on density of vehicles. With minimalistic infrastructure and negligible incremental cost, the paper not only proposes to address traffic congestion but also paves the way for capturing traffic offenses, vehicle tracking and toll collection. The research is imminently realizable and makes a strong case for a PPP (Public Private Partnership) project. 展开更多
关键词 Vehicular traffic Vehicular CONGESTION DETECTION SYSTEM Vehicular CONGESTION DETECTION SYSTEM Vehicle Mobility sensors traffic SIGNALS Intelligent traffic SIGNALS Dynamictraffic Assignment
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Field Investigation of Vehicle Acceleration at the Stop Line with a Dynamic Vision Sensor
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作者 Simon Hu Margherita Mascia +3 位作者 Martin Litzenberger Aravinth Thiyagaraj ah Robin North Ke Han 《Journal of Traffic and Transportation Engineering》 2014年第2期116-124,共9页
This article presents a study of vehicle acceleration distribution at a traffic signal stop line in an urban environment. Accurate representation of vehicle acceleration behavior provides important inputs to traffic s... This article presents a study of vehicle acceleration distribution at a traffic signal stop line in an urban environment. Accurate representation of vehicle acceleration behavior provides important inputs to traffic simulation models especially when traffic related emissions need to be estimated. A smart eye TDS (traffic data sensor) system was used to record vehicle trajectories, which were extracted to calculate vehicle acceleration profiles. This paper presents the acceleration distributions obtained from over 300 passenger-car acceleration cycles observed on site from the stop line up to a maximum speed of 40 km/h. These distributions are compared with the outputs from a traffic micro simulation tool modeling a similar stop line scenario. The comparison shows that measured accelerations present wider distribution and lower values than the micro simulation. This result highlights the importance of using acceleration distribution calibrated with real-world measured data rather than default values in order to estimate accurate emission levels. 展开更多
关键词 traffic data sensor vehicle acceleration behaviour acceleration profile traffic micro simulation.
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A Model with Traffic Routers, Dynamically Managing Signal Phases to Address Traffic Congestion in Real Time 被引量:1
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作者 Rajendra S. Parmar Bhushan Trivedi Aleksandar Stevanovic 《Journal of Transportation Technologies》 2018年第1期75-90,共16页
On-road Vehicular traffic congestion has detrimental effect on three lifelines: Economy, Productivity and Pollution (EPP). With ever increasing population of vehicles on road, traffic congestion is a major challenge t... On-road Vehicular traffic congestion has detrimental effect on three lifelines: Economy, Productivity and Pollution (EPP). With ever increasing population of vehicles on road, traffic congestion is a major challenge to the economy, productivity and pollution, notwithstanding continuous developments in alternative fuels, alternative sources of energy. The research develops accurate and precise model in real time which computes congestion detection, dynamic signaling algorithm to evenly distribute vehicle densities while ensuring avoidance of starvation and deadlock situation. The model incorporates road segment length and breadth, quality and achievable average speed to compute road capacity. Vehicles installed with GPS enabled devices provide their location, which enables computing road occupancy. Road occupancy is evaluated based on number of vehicles as well as area occupied by vehicles. Ratio of road occupancy and road capacity provides congestion index important to compute signal phases. The algorithm ensures every direction is serviced once during a signaling cycle ensuring no starvation. Secondly, the definition of minimum and maximum signal timings ensures against dead lock situation. A simulator is developed to validate the proposition and proves it can ease congestion by more than 50% which is better than any of the contemporary approaches offering 15% improvement. In case of higher congestion index, alternate routes are suggested based on evaluation of traffic density graphs for shortest route or knowledge database. The algorithm to compute shortest route is optimized drastically, reducing computation cost to 3*√2N vis-à-vis computation cost of N2 by classical algorithms. The proposal brings down the cost of implementation per traffic junction from USD 30,000 to USD 2000. 展开更多
关键词 Dynamic traffic Assignment INTELLIGENT Transportation Systems INTELLIGENT Vehicles ROAD traffic Control ROAD traffic Sensing traffic Management VEHICLE DETECTION VEHICLE Routing traffic Signals Vehicular CONGESTION DETECTION System Vehicular traffic VEHICLE Mobility sensors
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交叉口车流量多时段控制信息的传感融合技术 被引量:1
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作者 胡凡玮 罗敏 +2 位作者 叶黎楠 姜如霞 万渟钰 《传感技术学报》 CAS CSCD 北大核心 2023年第4期629-634,共6页
交叉口车流量随机性与不确定性导致车辆信息采集结果的差异化明显。以传感器信息融合为技术支撑,提出交叉口车流量多时段控制方法。利用多传感器采集交叉口交通信息,预处理采集到的数据。采用由指标层与目标层构成的信息融合模型,完成... 交叉口车流量随机性与不确定性导致车辆信息采集结果的差异化明显。以传感器信息融合为技术支撑,提出交叉口车流量多时段控制方法。利用多传感器采集交叉口交通信息,预处理采集到的数据。采用由指标层与目标层构成的信息融合模型,完成交通信息融合。根据信息之间的关联性聚类所有交通信息,明确分类数并划分控制时段。综合考量交叉口通行效率与环境等因素,结合排队长度、平均延误及尾气排放量建立多目标多时段控制模型,由层次分析法明确各目标权值后,采用改进萤火虫算法进行求解,实现交叉口车流量多时段控制。实验结果表明,该方法能有效改善交叉口的拥堵情况,提升通行效率,降低车流饱和度与延误时间,应用优势显著。 展开更多
关键词 交叉口车流量 多时段控制 传感融合技术 排队长度 改进萤火虫算法
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压电技术在智能道路中应用研究现状
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作者 高莉宁 丁思晴 +2 位作者 佘江江 张佳 何锐 《科学技术与工程》 北大核心 2023年第27期11486-11495,共10页
压电技术是一种新兴的绿色能源技术,在各领域都有着广泛的应用,特别是随着智能道路的发展,压电技术在公路中的应用日渐成熟。对于压电技术在智能道路中的应用进行介绍,主要包括压电能量收集系统和混凝土结构健康监测及交通监测技术,着... 压电技术是一种新兴的绿色能源技术,在各领域都有着广泛的应用,特别是随着智能道路的发展,压电技术在公路中的应用日渐成熟。对于压电技术在智能道路中的应用进行介绍,主要包括压电能量收集系统和混凝土结构健康监测及交通监测技术,着重分析了如何通过压电技术进行能量收集储存为周边设施提供所需电能以及监测交通流量和混凝土内部结构是否有损伤等数据,从而降低交通事故发生频率,增加道路使用时间。对压电技术目前存在的问题进行了剖析并给出了适当的建议,使压电技术能够更全面、更高效地应用在道路中。 展开更多
关键词 压电换能器 能量收集 传感器 交通监测 健康监测
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基于FW-PSO的大区域无线传感网络流量异常检测算法 被引量:2
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作者 张兵 卞利 《传感技术学报》 CAS CSCD 北大核心 2023年第7期1116-1121,共6页
针对大区域无线传感网络流量特征维度较高,现有神经网络算法只能假设所有区域特征一致,导致一旦网络规模过大,会存在较大误差的问题,采用烟花算法优化粒子群算法的搜索能力,设计了一种烟花算法-粒子群优化(Fireworks Algorithm-Particle... 针对大区域无线传感网络流量特征维度较高,现有神经网络算法只能假设所有区域特征一致,导致一旦网络规模过大,会存在较大误差的问题,采用烟花算法优化粒子群算法的搜索能力,设计了一种烟花算法-粒子群优化(Fireworks Algorithm-Particle Swarm Optimization,FW-PSO)算法,提升了全局搜索能力及收敛速度,并将之应用于大区域无线传感网络流量异常检测。首先采用时间滑动窗口处理大区域无线传感网络数据流信息,通过正态Grubbs法则剔除数据中粗大误差值。然后引入主成分分析法对传感数据特征降维,分段提取有价值的特征。设计FW-PSO算法,提升粒子群算法的搜索能力,实现流量异常检测。实验结果表明,所提方法的无线传感网络流量异常检测率准确率平均为94.8%,训练及检测耗时平均值分别为3.75 s及0.25 s。 展开更多
关键词 无线传感网络 流量异常检测 FW-PSO算法 大区域 主成分分析法 模糊神经网络
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基于改进Adaboost算法的无线传感网络入侵检测方法 被引量:8
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作者 许宁 《信息与电脑》 2023年第1期232-234,共3页
为降低无线传感网络节点入侵误检率,引进改进Adaboost算法,设计一种针对无线传感网络的全新入侵检测方法。参照无线传感网络在传输数据过程中的电能量消耗模型,设定网络连续传输节点之间的距离,计算无线传感网络节点传输消耗能量;引进改... 为降低无线传感网络节点入侵误检率,引进改进Adaboost算法,设计一种针对无线传感网络的全新入侵检测方法。参照无线传感网络在传输数据过程中的电能量消耗模型,设定网络连续传输节点之间的距离,计算无线传感网络节点传输消耗能量;引进改进Adaboost算法,对节点进行权值的初始化处理,计算入侵样本初始权值,设计入侵数据的分类。入侵检测一般分为探测与应答两个步骤,通过对无线传感网络流量异常的感知,实现对无线传感网络入侵的检测。对比实验结果证明:设计的检测方法可以在提高无线传感网络节点攻击样本数量检测结果精度的同时,降低网络节点入侵误检率。 展开更多
关键词 改进Adaboost算法 消耗能量 检测方法 流量感知 入侵 无线传感网络
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