A comparative study on life cycle assessment and economic analysis of photovoltaic-based air heating systems based on machine learning prediction

Songjie Xu, Xinru Zhou, Jiajie Ma, Rurui Xue, Lei Wang, Wengang Hao

Open source

DOI
10.1038/s41598-026-43488-7
Published
2026-03-13
Container
Scientific Reports
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41598-026-43488-7,
  title = {A comparative study on life cycle assessment and economic analysis of photovoltaic-based air heating systems based on machine learning prediction},
  author = {Songjie Xu and Xinru Zhou and Jiajie Ma and Rurui Xue and Lei Wang and Wengang Hao},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-43488-7},
  url = {https://doi.org/10.1038/s41598-026-43488-7}
}

RIS

TY  - JOUR
TI  - A comparative study on life cycle assessment and economic analysis of photovoltaic-based air heating systems based on machine learning prediction
AU  - Songjie Xu
AU  - Xinru Zhou
AU  - Jiajie Ma
AU  - Rurui Xue
AU  - Lei Wang
AU  - Wengang Hao
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-43488-7
UR  - https://doi.org/10.1038/s41598-026-43488-7
ER  - 

APA

Xu, S., Zhou, X., Ma, J., Xue, R., Wang, L., & Hao, W. (2026). A comparative study on life cycle assessment and economic analysis of photovoltaic-based air heating systems based on machine learning prediction. Scientific Reports. https://doi.org/10.1038/s41598-026-43488-7

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