Prediction of Shear Strength of Ultra High Performance Reinforced Concrete Deep Beams without Stirrups by Neural Network

Sinan Abdulkhaleq Yaseen; Omar Qarani Aziz; B.H. Abu Bakar

doi:10.23918/eajse.v3i1sip142

Article Details

Prediction of Shear Strength of Ultra High Performance Reinforced Concrete Deep Beams without Stirrups by Neural Network

Authors:

Sinan Abdulkhaleq Yaseen | Omar Qarani Aziz | B.H. Abu Bakar

Publisher:

Tishk International University

Main Topics:

Deep Beam | Neural Network | Shear Strength | Ultra High Performance

Journal:

EURASIAN JOURNAL OF SCIENCE AND ENGINEERING Vol.3 Issue 1, pp.142-164

Document Type:

Article

Publication Date:

1/2017

Document Language:

English

Document ID (Org No.):

2001364776

pISSN:

2414-5602

DOI:

10.23918/eajse.v3i1sip142

Keywords:

Abstract:

 Shear strength of ultra high performance reinforced concrete deep beams without stirrups predicted by neural network models. The neural network model based on 233 beams from literatures considering different parameters such as span to depth ratio, shear span to depth ratio, concrete compressive strength, amount of longitudinal reinforcement,…etc. Neural network can be used as an effective tool for predicting the shear capacity of normal & high strength concrete deep beams. Prediction shear strength by neural network very close to the experimental results with correlation coefficient of 0.836, while for ACIdesign eq., proposed eq. by Aziz & Zsutty where 0.394, 0.5624, and 0.488 respectively. The predicted shear strength model by neural network compared with ACI Code, Aziz and Zsutty equations, the results show that the Neural Network approach adequately captured the influence of concrete compressive strength on the shear capacity of reinforced concrete deep beams without shear reinforcement.

Article Details

Prediction of Shear Strength of Ultra High Performance Reinforced Concrete Deep Beams without Stirrups by Neural Network

Authors: Sinan Abdulkhaleq Yaseen | Omar Qarani Aziz | B.H. Abu Bakar

Publisher: Tishk International University

Main Topics: Deep Beam | Neural Network | Shear Strength | Ultra High Performance

Journal: EURASIAN JOURNAL OF SCIENCE AND ENGINEERING Vol.3 Issue 1, pp.142-164

Document Type: Article

Publication Date: 1/2017

Document Language: English

Document ID (Org No.): 2001364776

pISSN: 2414-5602

DOI: 10.23918/eajse.v3i1sip142

Deep Beam

Neural Network

Shear Strength

Ultra High Performance

Issues

Authors:

Sinan Abdulkhaleq Yaseen | Omar Qarani Aziz | B.H. Abu Bakar

Publisher:

Tishk International University

Main Topics:

Deep Beam | Neural Network | Shear Strength | Ultra High Performance

Journal:

EURASIAN JOURNAL OF SCIENCE AND ENGINEERING Vol.3 Issue 1, pp.142-164

Document Type:

Article

Publication Date:

1/2017

Document Language:

English

Document ID (Org No.):

2001364776

pISSN:

2414-5602

DOI:

10.23918/eajse.v3i1sip142