GitHub - yasz24/generative-design-AI: Using AI to create our own generative design program. The AI agent will simulate a generative design procedure to come up with a structurally stable truss for something like a bridge.

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Using AI to create our own generative design program. The AI agent will simulate a generative design procedure to come up with a structurally stable truss for something like a bridge.

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Name		Name	Last commit message	Last commit date
Latest commit History 150 Commits
Advertising.csv		Advertising.csv
CSP.py		CSP.py
Database.py		Database.py
Database.txt		Database.txt
Element.py		Element.py
Force.py		Force.py
Readme.txt		Readme.txt
System.py		System.py
Test.py		Test.py
Weights.csv		Weights.csv
Weights.txt		Weights.txt
backtrackingSearch.py		backtrackingSearch.py
extractSubStructures.py		extractSubStructures.py
featureExtractor.py		featureExtractor.py
graphics.py		graphics.py
qLearning.py		qLearning.py
regression.py		regression.py
substructureExtractor.py		substructureExtractor.py
testData.txt		testData.txt
todo-list.txt		todo-list.txt
util.py		util.py

Repository files navigation

- A guide on how to navigate the code for this project:
- CSP.py: The CSP object used to formulate the problem and associated classes to initialize variable, domains and checkConstraints.
- backtrackingSearch.py: Implementation of the recursive backtracking search algorithms, with and without the heurisitic.
- regression.py: Our implementaion of linear regression using the gradient descent and the normal equations. 
- extractSubStructures.py: Extracting substructres from our dataset of full structures--used to run regression and learn weights off.
- featureExtractor.py: The object that extracts features  for the linear regression from the structres provided to it. 
- System.py: The finite element solver used to evaluate the stability of structures by calculating the displacement at each node in the structure, under load.
- Database.txt: Our training data-set, generated using the randomized version of backtracking search.

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Using AI to create our own generative design program. The AI agent will simulate a generative design procedure to come up with a structurally stable truss for something like a bridge.

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