Electric Circuit Component Recognition using Image Processing | Computer Science Project Ideas
Abstract of Electric Component Identification using Python :-
An electric circuit build using component and their connections. This project represents a system for automatic recognition of hand-drawn electrical circuits based on image classification and segmentation algorithms. Model identification is work on whole electric circuit, each component is identified and extract from connection wires. The output of model generated identifies the symbol types and interconnections between them. The final output created as computer schematic of circuit.
Introduction of Electric Component Classification using Image Processing:-
This project model can be called as Circuit Simulation programs that is very efficient and fast way of identifying behaviors of electric circuit. It is fundamental tools for engineers to analyze characteristic of circuits and get output in simulation. The simulation model provide a graphical user interface to create circuit schematic.
Project Functionality of Electric Circuit Recognition using Image Processing:-
Electric Circuit Component Recognition, this project developed using python programming language and graphical user interface designed in tkinter python library. User have to first provide input image to model and model first we need to do segmentation of component symbol of electric circuit and later perform classification and finally it will generate result. The main aim of this project is to recognize hand-drawn circuit sketch. Nodes of electric circuit provide required information to create netlist. Netlist is necessary to get computer schematic for circuit simulation model.
Proposed Solution of Electric Component Detection using Machine Learning :-
Electric Circuit Sketch is composed of connection lines and component symbols. Each circuit symbol needs a specified recognizer which is trained with a dataset. Our main focus is on inductor, capacitor, resistor, diode, ground component and voltage source.
1. Capacitor, ground belongs to open lines component.
2. Horizontal and Vertical lines are connection lines.
Electric Circuit Component Recognition using Image Processing | Computer Science Project Ideas
Software Requirements :-
- Coding Language : Python
- Implementation: Software Framework.
- Operating system : Windows 10 / 11.
- Graphical User Interface : Tkinter
Hardware Requirement:-
- Input Devices : Keyboard, Mouse.
- System : Pentium i3 Processor.
- Hard Disk : 500 GB.
- RAM : 4 GB.
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