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Fig 1.

QIMPN framework diagram.

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Fig 2.

Node coding process.

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Fig 3.

PCA-DC cycle improvement process.

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Fig 4.

Quality control model for anisotropic nodes in prefabricated shear wall structures.

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Fig 5.

Prefabricated shear wall panels and their load-bearing schematic diagram.

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Fig 6.

IDA flowchart.

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Fig 7.

Optimization model for stress parameters of matched shear wall panels.

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Table 1.

I/L type node quality entity type.

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Fig 8.

Ablation test results of QIMPN-PCA-DC model.

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Fig 9.

Test results of inter story displacement angle and shear strength of different models.

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Fig 10.

Comparison of quality control optimization for anisotropic nodes before and after optimization.

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Fig 11.

The performance of four algorithms on different datasets.

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Fig 12.

Testing function diagram of QIMPN-PCA-DC.

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Fig 13.

Comparison of configuration effects before and after optimizing wall making parameters.

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Table 2.

Multiple indicator test results.

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Table 2 Expand