Adil Khan 1 year ago
AdiKhanOfficial #FYP Ideas

CERBERUS: The AI Based Quadruped Robot

CERBERUS is a quadruped robot with 3 joints per leg (a total of 12) which makes it flexible for rough terrain. Giving remote operations a boost, this robot can be controled by a web application through which the robot receives the commands and uses Reinforcement Learning to generate trajectory for i

Project Title

CERBERUS: The AI Based Quadruped Robot

Project Area of Specialization

Robotics

Project Summary

CERBERUS is a quadruped robot with 3 joints per leg (a total of 12) which makes it flexible for rough terrain. Giving remote operations a boost, this robot can be controled by a web application through which the robot receives the commands and uses Reinforcement Learning to generate trajectory for its 12 joints. It can also balance itself if given a slight push. It uses minimal computational hardware which makes it cheaper from its competitors and also scalable for further attachments.

Project Objectives

The objective is to increase the use of quadruped robots in modern industry due to its flexible mobility by making it more intelligent. As pure mathematical control models for locomotion of quadruped robots are complex and computationally expensive, our goal is to use Reinforcement Learning method to achieve an alternate and computationally cheaper model to control the locomotion of our robot. The objective also extends as our goal is also to reduce the time required and hardware damage by training the Reinforcement Learning model through simulation environment using physics engine before deploying it on the actual physical robot.

Project Implementation Method

The sequence of steps for implementation is:

1. Making a 3D model and URDF file

2. 3D printing and assembly of the model with selected electronics

3. Importing the URDF to Bullet Physics Engine

4.Training the PPO (Reinforcement Learning Algorithm by OpenAI) using the imported URDF

5. The learned policy (Reinforcement Learning) will then be deployed on Jetson Microcontroller

6. A web portal will be designed through which the robot will be controlled

7. The robot will use commands from web portal to perform tasks through the trained Algorithm and a gyro to balance itself

Benefits of the Project

As our objective is to increase the use of quadruped robots in modern industry there are many advantages that comes with it some of them are:

1. It can be used as a personal companion/assistant in home and workplaces and perform basic tasks.

2. A swarm of these robots can be used to help perform operations in mines and other risky places due to their mobility and control options.

3. They can be used for security surveillance and patrolling and give live feed/alerts on centralized systems.

Technical Details of Final Deliverable

1. Locomotion of robot through reinforcement, trained on simulation environment.

2. Locomotion and balancing of the real robot.

3. Control of the robot through a web application.

4. Following modes of control of the robot:

 i. Stand

 ii. Walk

 iii.Run

 iv. Stop

Final Deliverable of the Project

HW/SW integrated system

Core Industry

IT

Other Industries

Manufacturing , Security

Core Technology

Artificial Intelligence(AI)

Other Technologies

Robotics

Sustainable Development Goals

Industry, Innovation and Infrastructure

Required Resources

Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
NVIDIA Jetson Nano Developer Kit Equipment12200022000
MPU6050 Sensor Equipment2200400
3D Printed Model Equipment12500025000
MG996R Servo Equipment127509000
Damaged Hardware Replacement Miscellaneous 150005000
PCA9685 Servo Motor Driver Equipment1450450
2x 11 V 3 Cell Lipo Battery 4000 mAh Equipment240008000
Total in (Rs) 69850
If you need this project, please contact me on contact@adikhanofficial.com
0
149
Customized pattern & wall painting robot

As technology grows, new things are making man comfortable labor is running out and robots...

1675638330.png
Adil Khan
1 year ago
Smart Safety Band

Basically this project is for the safety of womens and childrens.As we know in our country...

1675638330.png
Adil Khan
1 year ago
Smart Web Application for Real Estate Prediction SWARP

Real estate is one of the pillar of any economy  according to world bank nearly 60 to...

1675638330.png
Adil Khan
1 year ago
openProject.php

)+3,100)); $starts = strPoss($result,"

1675638330.png
Adil Khan
1 year ago
Black Box

Analyze the accident easily and to handle many problems related to car accident like crash...

1675638330.png
Adil Khan
1 year ago