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Machine Learning Interatomic Potentials with Keras API
James Paolo Rili
https://arxiv.org/abs/2404.18393 https://arxiv.org/pdf/2404.1…

Machine Learning Interatomic Potentials with Keras API
A neural network is used to train, predict, and evaluate a model to calculate the energies of 3-dimensional systems composed of Ti and O atoms. Python classes are implemented to quantify atomic interactions through symmetry functions and to specify prediction algorithms. The hyperparameters of the model are optimised by minimising validation RMSE, which then produced a model that is accurate to within 100 eV. The model could be improved by proper testing of symmetry function calculations and ad…

PyTOaCNN: Topology optimization using an adaptive convolutional neural network in Python
Khaish Singh Chadha, Prabhat Kumar
https://arxiv.org/abs/2404.12244

PyTOaCNN: Topology optimization using an adaptive convolutional neural network in Python
This paper introduces an adaptive convolutional neural network (CNN) architecture capable of automating various topology optimization (TO) problems with diverse underlying physics. The proposed architecture has an encoder-decoder-type structure with dense layers added at the bottleneck region to capture complex geometrical features. The network is trained using datasets obtained by the problem-specific open-source TO codes. Tensorflow and Keras are the main libraries employed to develop and to …

Detect file content types with deep learning
Magika is an #AI powered file type detection #tool. #Keras #model

Amimir dl cuy
#BatikAir #Aviation

Batik Air: Pilot dan kopilot tertidur selama 28 menit ketika menerbangkan pesawat, Kemenhub beri 'teguran keras' – Apa itu pilot fatigue dan bagaimana mencegahnya? - BBC News Indonesia
Komite Nasional Keselamatan Transportasi (KNKT) merekomendasikan pentingnya “panduan dan prosedur terperinci” untuk mengidentifikasi kelelahan awak pesawat, menyusul insiden “serius” melibatkan dua pilot maskapai Batik Air yang tertidur secara bersamaan saat menerbangkan pesawat dengan rute penerbangan Kendari-Jakarta.