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Control Systems: Applications01:25

Control Systems: Applications

664
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
664
Control Systems01:10

Control Systems

1.2K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
1.2K
Control System Problem01:21

Control System Problem

154
In an open-loop system, such as a basic thermostat, the poles of the transfer function influence the system's response but do not determine its stability. However, when feedback is introduced to form a closed-loop system, such as an advanced thermostat that adjusts heating based on room temperature, stability is governed by the new poles of the closed-loop transfer function.
When forming a closed-loop system, issues can arise if the poles cross into the unstable region, leading to potential...
154
Feedback control systems01:26

Feedback control systems

352
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
352
PD Controller: Design01:26

PD Controller: Design

293
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
293
Open and closed-loop control systems01:17

Open and closed-loop control systems

828
Control systems are foundational elements in automation and engineering. They are broadly categorized into open-loop and closed-loop systems. These classifications hinge on the presence or absence of feedback mechanisms, significantly influencing the system's performance, complexity, and application.
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
828

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Evaluating the Effect of Roadside Parking on a Dual-Direction Urban Street
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智能交通信号灯控制网络物理系统

Siddhesh Deshpande1, Sheng-Jen Hsieh1

  • 1Engineering Technology and Industrial Distribution Department, Texas A&M University, College Station, TX 77843, USA.

Sensors (Basel, Switzerland)
|June 10, 2023
PubMed
概括

这项研究引入了使用摄像头和机器学习的智能交通信号灯系统,以减少车辆和行人延误. 动态交通间隔技术显著减少了十字路口等待时间.

科学领域:

  • 智能运输系统 智能运输系统
  • 网络物理系统 网络物理系统
  • 机器学习应用 机器学习应用

背景情况:

  • 现有的智能交通控制系统往往忽视了同时减少车辆和行人延误.
  • 优化交通流需要动态适应实时交通条件.

研究的目的:

  • 为智能交通信号灯控制提出一个网络物理系统,尽量减少车辆和行人延误.
  • 实施动态交通间隔技术,用于自适应性交通信号管理.

主要方法:

  • 利用交通检测摄像头,机器学习算法 (CNN,ANN,SVM) 和梯子逻辑进行控制.
  • 开发了一种动态流量间隔技术,将流量分为低,中,高和非常高的流量.
  • 使用城市移动模拟 (SUMO) 平台验证了系统.

主要成果:

  • 动态交通间隔技术显示了显著的效率提高.
  • 车辆等待时间减少了12%至27%.
  • 与传统方法相比,行人等待时间减少了9%至23%.

结论:

  • 拟议的网络物理系统有效地减少了车辆和行人交通延误.
关键词:
网络物理系统网络物理系统机器学习是机器学习.智能交通灯是什么意思

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  • 动态交通间隔控制优于固定时间和半动态交叉路口管理方法.