Autonomous Vehicle Prototype
Autonomous vehicle (AV) is also known as driverless or self-driving vehicle. This AV is capable of sensing its environment and navigate without human input. Self-driving has the potential to bring substantial benefits to the transportation system and some other sectors too. Over the years the
2025-06-28 16:25:31 - Adil Khan
Autonomous Vehicle Prototype
Project Area of Specialization Artificial IntelligenceProject SummaryAutonomous vehicle (AV) is also known as driverless or self-driving vehicle. This AV is capable of sensing its environment and navigate without human input. Self-driving has the potential to bring substantial benefits to the transportation system and some other sectors too.
Over the years the automobile has been technologically improving and growing significantly [1]. Few years ago AVs was a dream but now it’s become reality. Many automobile and some non-automobiles are working on this technology. Non-automobile companies like google and Uber introduced there AVs [6]. The interest of people has been increasing from last few years because of improving sensor and computing technology. The socio-economic impact of AVs is not only confined to the end vehicle users; they have also shown an indelible and revolutionary impact on public transportation systems [1, 2]. According to the world health organization report 1.35 people dies worldwide from road accident annually [3]. 80 percent of these accident are occur due to humans errors [3] which can be reduce by adopting this driver less vehicles . Moreover, AVs can considerably help with reduction and more efficient use of travel time, with economic benefits as well as a positive impact on the physical and mental health of the passengers. According to a survey 79 percent of 9.2 million population spend average 25 min in driving to their work [4]. In the context of AVs' social impact, with the help of AVs disabled and old people also can travel easily. Although it has lot of benefits but to make AVs accepted by a wide demographic and produce them on an industrial scale with a reasonable price, there are still several technological and social challenges that need to be tackled.
There are a lot of problems in current system first of all driver distraction for instance when humans drive they can use car multimedia, cell phones and can talk with their partner, it means they can distract from driving and cause accidents and traffic congestion as well. People with disabilities can’t drive a car they need a driver who is always available for him so it’s difficult to have an assistance who are always available and the salary of driver is also a concern.
- Driverless cars will cost substantially more than we're used to.
- We can’t use the AVs as a Taxi.
- Hackers Taking Over Vehicles.
- Effects Bad Whether
- Self-driving cars will have no way to communicate with pedestrians.
One of the major concerns is polluted air. The smog, carbon monoxide, and other toxins emitted by vehicles are especially troubling because they leave tailpipes at street level, where humans breathe the polluted air directly into their lungs. And this can be very vicious for human health. With the help of AVs, we can get rid from this problem.
Project ObjectivesWe all know autonomous is very hot topic now a days and everyone trying to adopt for their own country or organization. It means making an autonomous vehicle is not a arduous task, the main thing is to makes it cost effective, efficient and reliable and also makes its performance better.
- Our main objective is to reduce traffic complexity and reduce the road accidents as AVs maintain a safe and consistent distance between vehicles, helping to reduce the number of stop-and-go waves that produce road congestion.
- Secondly, Enhance the perception performance in complex scenarios by using advanced sensors supported by cooperative and communication technologies.
- Moreover, we Provide guidelines for the implementation of cooperative controls to automation and make it reliable to obtaining the information of the physical and environmental conditions of the route in real time.
- And in last the purpose of making an autonomous vehicle is that it will be used by disable and people who can’t drive itself and automated vehicles can help them live the life they want.
Our prototype will detect the lane, traffic signals and obstacles with the help of webcam and sensors. This is not working in Pakistan yet but a lot of research is going on this topic and for that reason we will make this model which will be cost effective and efficient as well. When it makes on higher level then we will add some other features and we will be able to use it as a taxi driver as well.we will Initialize Camera
C++ Code to Capture Images
C++ Code to Capture Video
calculate FPS (Frames Per Second
Convert Image Signature
Create Region Of Interest
Perspective Transformation

In the above Block diagram, For a self-driving camera, Camera is connected with the Raspberry Pi USB port, then the Raspberry Pi which is interfaced with the f-driving with 4 motors. Based on the driving parameter, the signal is sent to Arduino to operate the Model. The monitor is connected as localhost, using remote desktop as the same network to view the video stream of the Car.
Benefits of the ProjectBenifits of AVs is very important now a days. Autonomous vehicle prototype is also called self-driving car which uses Machine Learning and Computer Vision to detect Lane and uses Ultrasonic or Lidar sensors to detect objects around a vehicle to avoid accidents and drive car safely without driver when we make it on a very large scale. Some important points and benefits are as follow:
- The first benefit of this prototype will be safety, Autonomous cars would cause a decrease in number of accidents as it does not get distracted nor gets tired.
- The driving will be free from human errors and will safe huge losses of life and money. Also, cases of road rage will reduce effectively.
- One of the major benefits of self-driving will be their ability to communicate with each other. With this ability to communicate in real-time, cars would be able to travel efficiently at optimized distances from each other.
- It also helps to those who are not able to drive and disable persons as well.
Finall deliverable will be a prototype of Autonomous vehichle . in which we will resolve all the present issues which are in present system . we will make our prototype according to the pakistani conditions which can be impplement in pakistan .in this project we are using rassbery pi 3 b+ moudule and camera which will do live streaming and detect objects . second we are using aurdino UNO which will control motion of model. and other feature we are adding in this model is that we can use autonomus vehicles as texi like metro bus and oringe train which will be opretaed automatically.
Final Deliverable of the Project HW/SW integrated systemCore Industry ITOther Industries Transportation Core Technology Artificial Intelligence(AI)Other Technologies Internet of Things (IoT)Sustainable Development Goals Industry, Innovation and InfrastructureRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 68000 | |||
| Robotic Car | Equipment | 1 | 5000 | 5000 |
| H bridge Dual Channel DC motor | Equipment | 1 | 1000 | 1000 |
| Arduino UNO | Equipment | 1 | 10000 | 10000 |
| Raspberry pi 3 B Plus | Equipment | 1 | 30000 | 30000 |
| Raspberry Pi Cam v2 8 MP | Equipment | 1 | 12000 | 12000 |
| Wires, ICS, Chips, Tools | Equipment | 1 | 10000 | 10000 |