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@ -7,13 +7,13 @@ The rapid development of deep learning has brought new opportunities for the exp
## Procedure
![TONR_formula_linear.png](https://osredm.com/repo/idrl/AuTONR/raw/branch/master/Linear_TO/image/TONR_formula_linear.png)<br />Fig 1. The procedure of AuTONR, taking the stiffness optimization of the linear elastic model as an example.
![TONR_Network.png](https://cdn.nlark.com/yuque/0/2022/png/2749792/1667579895206-092a68b8-95f2-43fa-9eb1-3c7fe8a44913.png#averageHue=%23190d05&clientId=ua5033e87-1d9a-4&crop=0&crop=0&crop=1&crop=1&from=ui&id=ub6e7ca67&margin=%5Bobject%20Object%5D&name=TONR_Network.png&originHeight=593&originWidth=1943&originalType=binary&ratio=1&rotation=0&showTitle=false&size=105186&status=done&style=none&taskId=u6fd64eb9-ae53-40ea-9587-2de67e727e4&title=)<br />Fig 2. The architecture of the neural network.
![TONR_Network.png](https://osredm.com/repo/idrl/AuTONR/raw/branch/master/Linear_TO/image/TONR_Network.png)<br />Fig 2. The architecture of the neural network.
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## Codes
An educational code for structural topology optimization based on AuTONR.
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## Results
The benchmark MBB example and cantilever beam are presented.<br />![long_16080.png](https://cdn.nlark.com/yuque/0/2022/png/2749792/1667580779546-0925f650-1eee-4514-a22e-971f34dc66d1.png#averageHue=%23828282&clientId=ua5033e87-1d9a-4&crop=0&crop=0&crop=1&crop=1&from=ui&height=150&id=u03c037f2&margin=%5Bobject%20Object%5D&name=long_16080.png&originHeight=275&originWidth=549&originalType=binary&ratio=1&rotation=0&showTitle=false&size=4122&status=done&style=none&taskId=ub5d872a1-baf3-4415-837c-25ec7b5f94e&title=&width=299) ![MBB_24080.png](https://cdn.nlark.com/yuque/0/2022/png/2749792/1667580790446-34e9db13-69b3-429c-8e9d-847c28f02dcd.png#averageHue=%23ababab&clientId=ua5033e87-1d9a-4&crop=0&crop=0&crop=1&crop=1&from=ui&height=150&id=ua143b23e&margin=%5Bobject%20Object%5D&name=MBB_24080.png&originHeight=274&originWidth=549&originalType=binary&ratio=1&rotation=0&showTitle=false&size=4286&status=done&style=none&taskId=uc01b045e-0e68-4d2b-ab2e-363e8eeb37d&title=&width=301)
The benchmark MBB example and cantilever beam are presented.<br />![long_16080.png](https://osredm.com/repo/idrl/AuTONR/raw/branch/master/Linear_TO/image/long_16080.png) ![MBB_24080.png](https://osredm.com/repo/idrl/AuTONR/raw/branch/master/Linear_TO/image/MBB_24080.png)
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## Running Requirement