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<div><p>Inspection and diagnosis of construction projects involves health monitoring of buildings and related facilities, and the utilization of renewable energy sources, such as solar energy, is critical to the smooth operation of modern construction projects. The detection of solar cel...

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Bibliographic Details
Main Author: Jiayue Zhang (7832669) (author)
Other Authors: Xinxin Yi (3932963) (author), Heng Wang (76752) (author)
Published: 2025
Subjects:
Cell Biology
Neuroscience
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
xlink "> inspection
modern construction projects
like linear attention
crayfish optimization algorithm
crawfish optimization algorithm
target detail features
solar cell defects
renewable energy sources
pvelad datasets show
hybrid model cmns
existing deep learning
ultimate detection accuracy
solar energy
deep learning
two datasets
image features
smooth operation
recovery ability
network hyperparameters
model performance
mlla module
lightweight characteristics
experimental results
detection accuracy
considerable potential
building photovoltaics
baseline model
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