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Seismic hazard maps may overestimate earthquake intensity

Los Angeles CA (SPX) May 03, 2024 -
A study conducted by researchers from Northwestern University has revealed a discrepancy in seismic hazard maps, which are instrumental in guiding the construction of earthquake-resistant structures ....

United States , Los Angeles , Clarence Oxford , Leah Salditch , Norman Abrahamson , University Of California , Northwestern University , California Historical Intensity Mapping Project , Science Advances , Data Augmentation , Landsat Water , Earth News , Earth Sciences , Climate Change , Nergy Technology , Nvironment News ,

"State of charge estimation for lithium-ion batteries based on data aug" by Chunsheng Hu, Fangjuan Cheng et al.

Ever-increasing efforts in state of charge (SOC) of lithium-ion battery estimation techniques have been centered on machine learning-based methods, and a prerequisite guaranteeing the effectiveness of these methods demands an abundance of high-quality datasets. However, performing battery-related experiments is time-consuming and expensive, and manufacturers are reluctant to release their datasets due to confidentiality constraints. This limited data availability has hindered further research in this area. This paper proposes a time series augmentation model (TS-DCGAN) based on a deep convolutional generative adversarial framework. By converting the data generation problem into image generation and utilizing the advancements in GAN-based image generation, the proposed method can produce high-quality battery data. The distributional similarity and diversity of generated datasets are evaluated quantitatively and qualitatively with several metrics. The SOC estimator trained on the synthet ....

Battery Management , Data Augmentation , Eep Convolutional Generative Adversarial Networks , Lithium Ion Batteries , State Of Charge , Ime Series Generation ,