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CN108171966A - Sensor-based pedestrian crossing traffic signal light control device and control method - Google Patents

Sensor-based pedestrian crossing traffic signal light control device and control method Download PDF

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Publication number
CN108171966A
CN108171966A CN201711476514.4A CN201711476514A CN108171966A CN 108171966 A CN108171966 A CN 108171966A CN 201711476514 A CN201711476514 A CN 201711476514A CN 108171966 A CN108171966 A CN 108171966A
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pedestrian
green light
crossing
sensor
control device
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孙豪
郭唐仪
潘姝
王若愚
葛徐婷
吕亦江
朱云霞
伊特格勒
郝浪
郭进
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Nanjing University of Science and Technology
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Nanjing University of Science and Technology
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    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/005Traffic control systems for road vehicles including pedestrian guidance indicator
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/07Controlling traffic signals

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  • General Physics & Mathematics (AREA)
  • Traffic Control Systems (AREA)
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Abstract

The invention provides a sensor-based pedestrian street-crossing traffic signal lamp control device and a control method, and belongs to the technical field of traffic signal control. Pedestrian traffic signal lamp controlling means that crosses street based on sensor includes detection module, data processing module, control module, signal controller and traffic signal lamp, wherein: the detection module is used for detecting the number of pedestrians waiting at two ends of a road and pedestrian crossing speed data; the data processing module is used for determining the green light lighting time and the green light flashing time according to the data detected by the detection module; and the signal controller controls the lighting state and the duration of the green light according to the lighting time of the green light and the green light flashing time determined by the data processing module. The invention utilizes the microwave detector to monitor the number of people entering the detection area and the waiting time, and counts and times accurately and quickly in real time through the ultra-high precision monitoring efficiency.

Description

基于传感器的行人过街交通信号灯控制装置及控制方法Sensor-based pedestrian crossing traffic signal light control device and control method

技术领域technical field

本发明涉及交通信号控制技术领域,特别是一种基于传感器的行人过街交通信号灯控制装置及控制方法。The invention relates to the technical field of traffic signal control, in particular to a sensor-based pedestrian crossing traffic signal light control device and control method.

背景技术Background technique

城市道路上分布着许多路段人行横道,这些路段人行横道的一般采用定时式信号控制、按钮式信号控制或无任何控制措施三种控制方式中的其中一种。定时式信号控制只能适应部分时段和部分路段,面对日新月异而又复杂的交通环境,其无法满足出行需求。部分地区设置了按钮式信号控制,这种控制方法在一定程度上保护了行人过街安全,但并不能从根本上解决行人过街问题,甚者部分地区出现设置按钮式信号控制后,交通状况反而大不如前的现象。在信号控制的路段人行横道,如果信号设置不当,将会造成路段机动车流运行不畅,增加机动车运行延误,加剧城市噪声污染和大气污染同时,也会影响过街交通实体的过街,如过街时间不足导致过街交通实体不能在一个信号周期内完成过街行为,过街延误增加或者交通实体等待过街时间过长导致部分交通实体强行穿越等,降低过街安全性。There are many sections of pedestrian crossings distributed on urban roads, and the pedestrian crossings of these sections generally adopt one of three control methods: timing signal control, button signal control or no control measures. Timing signal control can only adapt to some time periods and some road sections, and it cannot meet travel needs in the face of ever-changing and complex traffic environments. Push-button signal control is set up in some areas. This control method protects pedestrian crossing safety to a certain extent, but it cannot fundamentally solve the problem of pedestrian crossing the street. Not as good as before. In signal-controlled pedestrian crossings, if the signal is not properly set, it will cause poor motor vehicle flow, increase motor vehicle operation delays, and aggravate urban noise pollution and air pollution. As a result, the crossing traffic entity cannot complete the crossing behavior within a signal cycle, the delay in crossing the street increases, or the traffic entity waits for too long to cross the street, causing some traffic entities to cross the street forcibly, etc., reducing the safety of crossing the street.

发明内容Contents of the invention

本发明提出了一种基于传感器的行人过街交通信号灯控制装置。The invention proposes a sensor-based pedestrian crossing traffic signal light control device.

实现本发明的技术解决方案为:一种基于传感器的行人过街交通信号灯控制装置,其特征在于,包括检测模块、数据处理模块、控制模块、信号控制机以及交通信号灯,其中:The technical solution for realizing the present invention is: a sensor-based pedestrian crossing traffic signal control device, which is characterized in that it includes a detection module, a data processing module, a control module, a signal control machine and a traffic signal light, wherein:

所述检测模块用于检测道路两端等待的行人的数量以及行人过街步行速度数据;The detection module is used to detect the number of pedestrians waiting at both ends of the road and pedestrian crossing speed data;

所述数据处理模块用于根据检测模块检测的数据确定绿灯点亮时间以及绿灯闪烁时间;The data processing module is used to determine the lighting time of the green light and the flashing time of the green light according to the data detected by the detection module;

所述信号控制机根据数据处理模块确定的绿灯点亮时间以及绿灯闪烁时间控制绿灯的点亮状态及时长。The signal control machine controls the lighting state and duration of the green light according to the lighting time of the green light and the flickering time of the green light determined by the data processing module.

优选地,所述检测模块为微波传感器、视频检测器或红外检测器。Preferably, the detection module is a microwave sensor, a video detector or an infrared detector.

优选地,所述检测模块置于斑马线两端行人等待处,正对斑马线另一端设置。Preferably, the detection module is placed at the waiting place of pedestrians at both ends of the zebra crossing, and is set directly opposite to the other end of the zebra crossing.

优选地,绿灯点亮时间为:Preferably, the green light lighting time is:

其中,B表示行人过街长度,D表示人行横道宽度,V表示行人过街步行速度,Qm=max(Q,Q)表示等待行人的最大数量。Among them, B represents the length of pedestrian crossing, D represents the width of pedestrian crossing, V represents the walking speed of pedestrians crossing the street, Q m =max (Q left , Q right ) represents the maximum number of waiting pedestrians.

优选地,绿灯闪烁时间为:Preferably, the flashing time of the green light is:

其中,B表示行人过街长度,V表示行人过街步行速度。Among them, B represents the length of pedestrian crossing, and V represents the walking speed of pedestrian crossing.

优选地,检测模块与数据处理模块之间通过蓝牙或者Wifi进行数据传递。Preferably, data transmission is performed between the detection module and the data processing module through Bluetooth or Wifi.

本发明还提出了一种基于传感器的行人过街交通信号灯控制方法,具体步骤为:The present invention also proposes a sensor-based pedestrian crossing traffic signal control method, the specific steps are:

步骤1、当机动车道信号灯为绿灯,人行横道信号灯为红灯时,获取人行横道两端等待的行人的数量;Step 1. When the motorway signal light is green and the crosswalk signal light is red, obtain the number of pedestrians waiting at both ends of the crosswalk;

步骤2、根据等待的行人的数量确定绿灯所需点亮时间,判断绿灯所需点亮时间是否超过设定的阈值,若未超过阈值,则在人行横道红灯结束后按照设置的阈值点亮绿灯,若超过设定的阈值,则在人行横道红灯结束后按照绿灯所需点亮时间点亮人行横道绿灯;Step 2. Determine the required lighting time of the green light according to the number of waiting pedestrians, and judge whether the required lighting time of the green light exceeds the set threshold. If it does not exceed the threshold, the green light is turned on according to the set threshold after the red light of the crosswalk ends , if it exceeds the set threshold, the green light of the pedestrian crossing will be turned on according to the required lighting time of the green light after the red light of the pedestrian crossing is over;

步骤3、在人行横道绿灯点亮最后2~4s检测行人过街速度,确定绿灯闪烁时间;Step 3. Detect the speed of pedestrians crossing the street in the last 2-4 seconds when the green light of the crosswalk is on, and determine the flashing time of the green light;

步骤4、根据确定的绿灯闪烁时间,在绿灯点亮结束后控制人行横道绿灯闪烁相应时间;Step 4. According to the determined flashing time of the green light, control the corresponding time of flashing the green light of the crosswalk after the green light is turned on;

步骤5、人行横道绿灯闪烁结束后,控制人行横道信号灯为红灯,机动车道信号灯为绿灯。Step 5. After the green light of the pedestrian crossing is blinking, control the signal light of the pedestrian crossing to be red, and the signal light of the motorway to be green.

本发明与现有技术相比,其显著优点为:(1)本发明使用先进的微波检测器和视频检测器,有效克服了传统的感应线圈、压电传感器等精度不足、误差大的缺陷。(2)本发明利用微波检测器来监测进入检测区的人数和等待时间,通过超高精度的监测效率,实时准确快速的计数和计时。(3)本发明综合利用智能交通、控制、通信等知识,具有高精度、实时、高效等特点。Compared with the prior art, the present invention has the following remarkable advantages: (1) The present invention uses advanced microwave detectors and video detectors, which effectively overcomes the defects of insufficient precision and large errors of traditional induction coils and piezoelectric sensors. (2) The present invention uses a microwave detector to monitor the number of people entering the detection area and the waiting time, and through ultra-high-precision monitoring efficiency, real-time, accurate and fast counting and timing. (3) The present invention comprehensively utilizes the knowledge of intelligent transportation, control, communication, etc., and has the characteristics of high precision, real-time, and high efficiency.

下面结合附图对本发明做进一步详细的描述。The present invention will be described in further detail below in conjunction with the accompanying drawings.

附图说明Description of drawings

图1是本发明一种基于传感器的行人过街感应控制装置的整体构架图。Fig. 1 is an overall structure diagram of a sensor-based pedestrian crossing sensing control device according to the present invention.

图2是本发明一种基于传感器的行人过街感应控制方法流程图。Fig. 2 is a flowchart of a sensor-based pedestrian crossing sensing control method according to the present invention.

图3是本发明实施例1的平面布置图。Fig. 3 is a plan view of Embodiment 1 of the present invention.

具体实施方式Detailed ways

一种基于传感器的行人过街交通信号灯控制装置,包括检测模块、数据处理模块、控制模块、信号控制机以及交通信号灯,其中:A sensor-based control device for pedestrian crossing traffic lights, including a detection module, a data processing module, a control module, a signal controller and traffic lights, wherein:

所述检测模块用于检测道路两端等待的行人的数量以及行人过街步行速度数据;The detection module is used to detect the number of pedestrians waiting at both ends of the road and pedestrian crossing speed data;

所述数据处理模块用于根据检测模块检测的数据确定绿灯点亮时间以及绿灯闪烁时间;The data processing module is used to determine the lighting time of the green light and the flashing time of the green light according to the data detected by the detection module;

所述信号控制机根据数据处理模块确定的绿灯点亮时间以及绿灯闪烁时间控制绿灯的点亮状态及时长。The signal control machine controls the lighting state and duration of the green light according to the lighting time of the green light and the flickering time of the green light determined by the data processing module.

进一步的实施例中,所述检测模块为微波传感器、视频检测器或红外检测器。In a further embodiment, the detection module is a microwave sensor, a video detector or an infrared detector.

进一步的实施例中,所述检测模块置于斑马线两端行人等待处,正对斑马线另一端设置。In a further embodiment, the detection module is placed at the waiting place of pedestrians at both ends of the zebra crossing, facing the other end of the zebra crossing.

进一步的实施例中,绿灯点亮时间为:In a further embodiment, the green light lighting time is:

其中,B表示行人过街长度,D表示人行横道宽度,V表示行人过街步行速度,Qm=max(Q,Q)表示等待行人的最大数量。Among them, B represents the length of pedestrian crossing, D represents the width of pedestrian crossing, V represents the walking speed of pedestrians crossing the street, Q m =max (Q left , Q right ) represents the maximum number of waiting pedestrians.

进一步的实施例中,绿灯闪烁时间为:In a further embodiment, the green light flashing time is:

其中,B表示行人过街长度,V表示行人过街步行速度。Among them, B represents the length of pedestrian crossing, and V represents the walking speed of pedestrian crossing.

进一步的实施例中,检测模块与数据处理模块之间通过蓝牙或者Wifi进行数据传递。In a further embodiment, data transmission is performed between the detection module and the data processing module through Bluetooth or Wifi.

一种基于传感器的行人过街交通信号灯控制方法,具体步骤为:A sensor-based pedestrian crossing traffic signal control method, the specific steps are:

步骤1、当机动车道信号灯为绿灯,人行横道信号灯为红灯时,获取人行横道两端等待的行人的数量;Step 1. When the motorway signal light is green and the crosswalk signal light is red, obtain the number of pedestrians waiting at both ends of the crosswalk;

步骤2、根据等待的行人的数量确定绿灯所需点亮时间,判断绿灯所需点亮时间是否超过设定的阈值,若未超过阈值,则在人行横道红灯结束后按照设置的阈值点亮绿灯,若超过设定的阈值,则在人行横道红灯结束后按照绿灯所需点亮时间点亮人行横道绿灯,其中,确定绿灯所需点亮时间的公式为:Step 2. Determine the required lighting time of the green light according to the number of waiting pedestrians, and judge whether the required lighting time of the green light exceeds the set threshold. If it does not exceed the threshold, the green light is turned on according to the set threshold after the red light of the crosswalk ends , if it exceeds the set threshold, the green light of the pedestrian crossing will be turned on according to the required lighting time of the green light after the red light of the pedestrian crossing ends. The formula for determining the required lighting time of the green light is:

其中,B表示行人过街长度,D表示人行横道宽度,T表示各批次行人的最大等待时间,V表示行人过街步行速度,Qm=max(Q,Q)表示等待行人的最大数量。Among them, B represents the length of pedestrian crossing, D represents the width of pedestrian crossing, T represents the maximum waiting time of each batch of pedestrians, V represents the walking speed of pedestrians crossing the street, Q m = max (Q left , Q right ) represents the maximum number of waiting pedestrians.

步骤3、在人行横道绿灯点亮最后2~4s检测行人过街速度,确定绿灯闪烁时间,确定绿灯闪烁时间的公式为:Step 3. Detect the pedestrian crossing speed in the last 2-4 seconds when the green light of the crosswalk is on, and determine the flashing time of the green light. The formula for determining the flashing time of the green light is:

其中,B表示行人过街长度,V表示行人过街步行速度。Among them, B represents the length of pedestrian crossing, and V represents the walking speed of pedestrian crossing.

步骤4、根据确定的绿灯闪烁时间,在绿灯点亮结束后控制人行横道绿灯闪烁相应时间;Step 4. According to the determined flashing time of the green light, control the corresponding time of flashing the green light of the crosswalk after the green light is turned on;

步骤5、人行横道绿灯闪烁结束后,控制人行横道信号灯为红灯,机动车道信号灯为绿灯。Step 5. After the green light of the pedestrian crossing finishes flashing, control the signal light of the pedestrian crossing to be red, and the signal light of the motorway to be green.

下面结合实施例对本发明作进一步说明。The present invention will be further described below in conjunction with embodiment.

实施例1Example 1

结合图3所示,分别将两台红外检测器置于斑马线两端行人等待处,正对斑马线另一端设置,第一红外检测器5用于检测斑马线相对的另一端的行人数量以及行人过街步行速度,第二红外检测器6用于检测斑马线相对的另一端的行人数量以及行人过街步行速度。As shown in Fig. 3, two infrared detectors are respectively placed at the pedestrian waiting places at both ends of the zebra crossing, facing the other end of the zebra crossing. Speed, the second infrared detector 6 is used to detect the number of pedestrians at the opposite end of the zebra crossing and the walking speed of pedestrians crossing the street.

两台红外检测器将检测到的行人数量以及行人过街步行速度数据通过Wifi传递至数据处理模块8,数据处理模块8根据等待的行人的数量确定绿灯所需点亮时间并判断绿灯所需点亮时间是否超过设定的阈值,若未超过阈值,则确定绿灯点亮时间为设置的阈值时间,若超过设定的阈值,则确定绿灯点亮时间为绿灯所需点亮时间。信号控制机9在人行横道红灯结束后按照数据处理模块8确定的绿灯点亮时间点亮人行横道绿灯。在人行横道绿灯点亮最后2~4s,红外检测器继续检测行人过街速度,确定绿灯闪烁时间并将该时间传递给信号控制机9,信号控制机9在绿灯点亮结束后控制人行横道绿灯闪烁相应时间。本实施例中数据处理模块选用单片机,具体型号为Arduino MEGA2560R3;The two infrared detectors transmit the detected number of pedestrians and pedestrian crossing speed data to the data processing module 8 through Wifi, and the data processing module 8 determines the required lighting time of the green light according to the number of waiting pedestrians and judges the required lighting of the green light Whether the time exceeds the set threshold, if it does not exceed the threshold, then determine that the green light lighting time is the set threshold time, if it exceeds the set threshold, then determine that the green light lighting time is the required lighting time of the green light. The signal control machine 9 lights the green light of the pedestrian crossing according to the green light lighting time determined by the data processing module 8 after the red light of the pedestrian crossing ends. In the last 2 to 4 seconds when the green light of the crosswalk is lit, the infrared detector continues to detect the speed of pedestrians crossing the street, determines the flashing time of the green light and transmits the time to the signal control machine 9, and the signal control machine 9 controls the corresponding time of the green light flashing of the pedestrian crossing after the green light is lit. . In this embodiment, the data processing module selects a single-chip microcomputer, and the specific model is Arduino MEGA2560R3;

其中,数据处理模块8根据等待的行人的数量确定绿灯所需点亮时间的公式为:Wherein, the formula that the data processing module 8 determines the required lighting time of the green light according to the number of pedestrians waiting is:

式中,B表示行人过街长度,D表示人行横道宽度,T表示各批次行人的最大等待时间,V表示行人过街步行速度,Qm=max(Q,Q)表示等待行人的最大数量。In the formula, B represents the length of pedestrian crossing, D represents the width of pedestrian crossing, T represents the maximum waiting time of each batch of pedestrians, V represents the walking speed of pedestrians crossing the street, Q m = max (Q left , Q right ) represents the maximum number of waiting pedestrians.

确定绿灯闪烁时间的公式为:The formula for determining the blinking time of the green light is:

其中,B表示行人过街长度,V表示行人过街步行速度。Among them, B represents the length of pedestrian crossing, and V represents the walking speed of pedestrian crossing.

Claims (9)

1. a kind of sensor-based pedestrian crossing traffic Signalized control device, which is characterized in that including detection module, data Processing module, control module, signal controlling machine and traffic lights, wherein:
The detection module is used to detect the quantity of pedestrian and pedestrian's street crossing walking speed data of road both ends waiting;
When the data that the data processing module is used to be detected according to detection module determine that green light lighting time and green light flicker Between;
The green light lighting time and green light scintillation time that the signal controlling machine is determined according to data processing module control green light Illuminating state and duration.
2. sensor-based pedestrian crossing traffic Signalized control device according to claim 1, which is characterized in that institute Detection module is stated as microwave remote sensor, video detector or infrared detector.
3. sensor-based pedestrian crossing traffic Signalized control device according to claim 1, which is characterized in that institute It states detection module to be placed at the pedestrian's waiting of zebra stripes both ends, the setting of the face zebra stripes other end.
4. sensor-based pedestrian crossing traffic Signalized control device according to claim 1, which is characterized in that green Lamp lighting time is:
Wherein, B represents pedestrian's street crossing length, and D represents crossing width, and V represents pedestrian's street crossing walking speed, Qm=max (QIt is left, QIt is right) represent to wait for the maximum quantity of pedestrian.
5. sensor-based pedestrian crossing traffic Signalized control device according to claim 1, which is characterized in that green Lamp scintillation time is:
Wherein, B represents pedestrian's street crossing length, and V represents pedestrian's street crossing walking speed.
6. sensor-based pedestrian crossing traffic Signalized control device according to claim 1, which is characterized in that inspection It surveys between module and data processing module and data transfer is carried out by bluetooth or Wifi.
7. a kind of control method based on pedestrian crossing traffic Signalized control device described in claim 1, which is characterized in that The specific steps are:
Step 1, when car lane signal lamp is green light, and pedestrian crosswalk signal lamp is red light, obtain crossing both ends and wait for Pedestrian quantity;
Step 2, the lighting time according to needed for the quantity of the pedestrian of waiting determines green light, judge whether lighting time needed for green light surpasses The threshold value of setting is crossed, if being less than threshold value, is given a green light after crossing red light according to the threshold point of setting, if being more than The threshold value of setting then lights crossing green light after crossing red light according to lighting time needed for green light;
Step 3 lights last 2~4s detections pedestrian crossing speed in crossing green light, determines green light scintillation time;
The determining green light scintillation time of step 4, basis, controls crossing green light shimmery picture seasonable after green light is lighted Between;
After step 5, the flicker of crossing green light, control pedestrian crosswalk signal lamp is red light, and car lane signal lamp is green Lamp.
8. the control method of pedestrian crossing traffic signal lamp according to claim 7, which is characterized in that basis in step 2 The quantity of the pedestrian of waiting determines that the formula of lighting time needed for green light is:
Wherein, B represents pedestrian's street crossing length, and D represents crossing width, and T represents the maximum latency of each batch pedestrian, V Represent pedestrian's street crossing walking speed, Qm=max (QIt is left, QIt is right) represent to wait for the maximum quantity of pedestrian.
9. the control method of pedestrian crossing traffic signal lamp according to claim 7, which is characterized in that determined in step 3 The formula of green light scintillation time is:
Wherein, B represents pedestrian's street crossing length, and V represents pedestrian's street crossing walking speed.
CN201711476514.4A 2017-12-29 2017-12-29 Sensor-based pedestrian crossing traffic signal light control device and control method Pending CN108171966A (en)

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CN109118790A (en) * 2018-09-29 2019-01-01 东南大学 A kind of variable pedestrian's street crossing signal setting method towards race of bowing
CN109377769A (en) * 2018-10-24 2019-02-22 东北林业大学 A pedestrian signal light timing system control method based on infrared thermal imaging technology
CN109598951A (en) * 2019-01-03 2019-04-09 京东方科技集团股份有限公司 A kind of control system and control method of traffic lights
CN109686080A (en) * 2019-01-18 2019-04-26 黄传明 A kind of signal control method and control system of pedestrian detection
CN109887311A (en) * 2019-01-17 2019-06-14 武汉全华光电科技股份有限公司 A kind of system and application method intelligently adjusting traffic-control device according to number
CN110910631A (en) * 2019-12-02 2020-03-24 上海宝康电子控制工程有限公司 Pedestrian crossing control system and pedestrian crossing control method based on multi-source triggering
CN111674411A (en) * 2020-06-10 2020-09-18 华南农业大学 A special pedestrian crossing intelligent auxiliary device and its implementation method
CN113299063A (en) * 2021-05-07 2021-08-24 徐州工程学院 Pedestrian crossing state monitoring system and monitoring method
CN114120226A (en) * 2021-11-15 2022-03-01 内蒙古民族大学 A detection method for abnormal events in surveillance video crowd flow in crowded scenes
CN114283592A (en) * 2021-12-28 2022-04-05 南京矽典微系统有限公司 Traffic signal lamp control method based on millimeter wave radar and application
CN114639252A (en) * 2022-02-23 2022-06-17 东南大学 A method for setting the timing of signal lights for signal-controlled pedestrian crossings

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Publication number Priority date Publication date Assignee Title
CN109118790A (en) * 2018-09-29 2019-01-01 东南大学 A kind of variable pedestrian's street crossing signal setting method towards race of bowing
CN109377769B (en) * 2018-10-24 2022-03-15 东北林业大学 A pedestrian signal light timing system control method based on infrared thermal imaging technology
CN109377769A (en) * 2018-10-24 2019-02-22 东北林业大学 A pedestrian signal light timing system control method based on infrared thermal imaging technology
CN109598951A (en) * 2019-01-03 2019-04-09 京东方科技集团股份有限公司 A kind of control system and control method of traffic lights
CN109887311A (en) * 2019-01-17 2019-06-14 武汉全华光电科技股份有限公司 A kind of system and application method intelligently adjusting traffic-control device according to number
CN109686080A (en) * 2019-01-18 2019-04-26 黄传明 A kind of signal control method and control system of pedestrian detection
CN110910631A (en) * 2019-12-02 2020-03-24 上海宝康电子控制工程有限公司 Pedestrian crossing control system and pedestrian crossing control method based on multi-source triggering
CN111674411A (en) * 2020-06-10 2020-09-18 华南农业大学 A special pedestrian crossing intelligent auxiliary device and its implementation method
CN113299063A (en) * 2021-05-07 2021-08-24 徐州工程学院 Pedestrian crossing state monitoring system and monitoring method
CN114120226A (en) * 2021-11-15 2022-03-01 内蒙古民族大学 A detection method for abnormal events in surveillance video crowd flow in crowded scenes
CN114120226B (en) * 2021-11-15 2025-05-02 内蒙古民族大学 A method for detecting abnormal events in crowd flow of surveillance video in crowded scenes
CN114283592A (en) * 2021-12-28 2022-04-05 南京矽典微系统有限公司 Traffic signal lamp control method based on millimeter wave radar and application
CN114639252A (en) * 2022-02-23 2022-06-17 东南大学 A method for setting the timing of signal lights for signal-controlled pedestrian crossings

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Application publication date: 20180615