{"product_id":"shaikh-shakeela-prediction-of-optimum-location-of-building-with-self-learning-ann-9786209211232","title":"PREDICTION OF OPTIMUM LOCATION OF BUILDING WITH SELF LEARNING ANN","description":"Rapid urbanization and complex designs drive the building industry to adopt AI and ML for faster, safer, and more cost-efficient solutions. In this research book, soil investigation reports were used to define site-specific parameters and 10 distinct building cases were analyzed using building analysis software, each with individual spring stiffness (K). A Python-based ML approach was developed to predict optimum multistory structural configurations focusing on column axial force. The AI-ML code, comprising two stages, identifies inputs, generates plots using Matplotlib v3.10.3 and compares predicted versus actual values to evaluate MSE and R². Data preprocessing utilized Pandas v2.0.3 and NumPy v1.26.4, while Linear Regression and ANN models (TensorFlow v2.16.1, sklearn v1.3.0) were trained on an 80:20 split. The ANN achieved an MSE of 0 and R² of 1, marking superior accuracy and efficiency for structural design optimization.Keywords - AI based Prediction, Machine Learning, Python Programming, Multistory Buildings, Optimization, Structural Design, Data Analysis, Model Training and Computational Efficiency.","brand":"LAP LAMBERT Academic Publishing","offers":[{"title":"Default Title","offer_id":53812257816918,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9786209211232_1.jpg?v=1781817738","url":"https:\/\/www.momoxbooks.com\/products\/shaikh-shakeela-prediction-of-optimum-location-of-building-with-self-learning-ann-9786209211232","provider":"momoxbooks","version":"1.0","type":"link"}