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Τίτλος: Use of AI and ML Algorithms in Developing Closed-Form Formulae for Structural Engineering Design
Συγγραφείς: Markou, George 
Bakas, Nikolaos P. 
van der Westhuizen, Ashley Megan 
Major Field of Science: Engineering and Technology
Field Category: Computer and Information Sciences;ENGINEERING AND TECHNOLOGY;Civil Engineering;Other Engineering and Technologies
Ημερομηνία Έκδοσης: 1-Ιαν-2023
Πηγή: Artificial Intelligence and Machine Learning Techniques for Civil Engineering
Περίληψη: The design and analysis of structures is performed with the use of national and international design codes that usually suggest the use of semi-empirical formulae. Often the formulae are oversimplified, in some cases are not available to engineers, or are time-consuming and challenging to implement. The objective of this chapter is to demonstrate the use of artificial intelligence and machine learning to develop more accurate formulae for different types of applications related to structural design. The applications that are discussed in this work include predicting the shear capacity of reinforced concrete slender and deep beams without stirrups, calculating the fundamental period of reinforced concrete and steel structures, and predicting the deflection of horizontally curved steel I-beams.
URI: https://hdl.handle.net/20.500.14279/33054
ISBN: 9781668456439
DOI: 10.4018/978-1-6684-5643-9.ch004
Type: Book Chapter
Affiliation: University of Pretoria 
Publication Type: Peer Reviewed
Εμφανίζεται στις συλλογές:Κεφάλαια βιβλίων/Book chapters

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