Prediction of Optimum Location of Building with Self Learning Ann (Paperback)
Language: English
Published by LAP Lambert Academic Publishing, 2025
- Softcover
- New
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
AbeBooks seller since June 29, 2022
Condition: New
£ 56.99
Quantity: 1 available
Add to basketItem description from seller
Paperback. 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. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. …
Seller Inventory # 9786209211232
- Title
- Prediction of Optimum Location of Building with Self Learning Ann (Paperback)
- Author
- Shakeela Shaikh
- Publisher
- LAP Lambert Academic Publishing
- Publication year
- 2025
- Condition
- new
- Binding
- Paperback
- Language
- English
- ISBN 10
- 6209211232
- ISBN 13
- 9786209211232
"Synopsis" may belong to another edition of this title.
CitiRetail
Stevenage, United Kingdom
AbeBooks seller since June 29, 2022
Shipping rates from United Kingdom to U.S.A.
| Item | 7 to 14 business days | 7 to 60 business days |
|---|---|---|
| First item | £ 37.00 | £ 37.00 |
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