Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems

Research article (Journal of Zhejiang University. Science A, 2025) · cited 18× · AI/ML
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Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems

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Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems. Retrieved May 24, 2026, from https://4ort.xyz/entity/virtual-sample-diffusion-generation-method-guided-by-large-language-model-generated-knowledge-for-enhancing-information-
MLA “Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/virtual-sample-diffusion-generation-method-guided-by-large-language-model-generated-knowledge-for-enhancing-information-.
BibTeX @misc{4ortxyz_virtual-sample-diffusion-generation-method-guided-by-large-language-model-generated-knowledge-for-enhancing-information-_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems}}, year = {2026}, url = {https://4ort.xyz/entity/virtual-sample-diffusion-generation-method-guided-by-large-language-model-generated-knowledge-for-enhancing-information-}, note = {Accessed: 2026-05-24}}
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