MACHINE LEARNING APPLICATIONS IN CIVIL ENGINEERING.
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| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
[S.l.] :
ELSEVIER - HEALTH SCIENCE,
2023.
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| Series: | Woodhead Publishing series in civil and structural engineering
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| Subjects: | |
| Online Access: | ScienceDirect |
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| 001 | on1401654740 | ||
| 003 | OCoLC | ||
| 005 | 20260915095227.0 | ||
| 006 | m o d | ||
| 007 | cr |n||||||||| | ||
| 008 | 231005s2023 xx o 000 0 eng d | ||
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| 019 | |a 1401648446 | ||
| 020 | |a 9780443153631 |q (electronic bk.) | ||
| 020 | |a 0443153639 |q (electronic bk.) | ||
| 020 | |z 9780443153648 | ||
| 020 | |z 0443153647 | ||
| 035 | |a (OCoLC)1401654740 |z (OCoLC)1401648446 | ||
| 050 | 4 | |a Q325.5 | |
| 082 | 0 | 4 | |a 006.3/1 |2 23/eng/20240109 |1 https://id.oclc.org/worldcat/ddc/E44XrjQ697wjjXyvKQFWbgh9gD |
| 100 | 1 | |a MESHRAM, KUNDAN. | |
| 245 | 1 | 0 | |a MACHINE LEARNING APPLICATIONS IN CIVIL ENGINEERING. |
| 260 | |a [S.l.] : |b ELSEVIER - HEALTH SCIENCE, |c 2023. | ||
| 300 | |a 1 online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 490 | 0 | |a Woodhead Publishing series in civil and structural engineering | |
| 505 | 0 | |a Front Cover -- Machine Learning Applications in Civil Engineering -- Copyright Page -- Contents -- Preface -- 1 Introduction to machine learning for civil engineering -- 1.1 Introduction to machine learning for civil engineering -- 1.2 What is machine learning and how can it be useful for optimization of civil engineering applications? -- 1.3 Use-case based review analysis of machine learning models for optimization of construction speed -- 1.4 Optimization of civil engineering tasks via machine learning-based system designs -- 1.5 Use of machine learning for different civil engineering areas | |
| 505 | 8 | |a 4 Introduction to classification models for civil engineering applications -- 4.1 Introduction -- 4.2 What is classification and how can it be used to optimize civil engineering applications? -- 4.3 Use case for geotechnical engineering -- 4.4 Use case for structural engineering applied to 3D building information modeling -- 4.5 Use case for water resources engineering -- 4.6 Use case for environmental parameter classifications -- 4.7 Use case for structural health monitoring system with structural design and analysis -- 4.8 Use case for remote sensing geometric information system applications | |
| 505 | 8 | |a 6.3 Issues with convolutional neural networks when applied to civil engineering tasks -- 6.4 Applications of convolutional neural networks for different fields of civil engineering -- References -- 7 Advanced classification models II: extensions to convolutional neural networks -- 7.1 Introduction to recurrent neural networks -- 7.2 Long short-term memory -- 7.3 Gated recurrent units -- 7.4 Real-time applications of recurrent neural networks to civil engineering tasks -- 7.5 A use case of geographic information system application and its solutions with different deep learning models -- References | |
| 650 | 0 | |a Machine learning. | |
| 650 | 0 | |a Civil engineering. | |
| 650 | 6 | |a Apprentissage automatique. |0 (CaQQLa)201-0131435 | |
| 650 | 6 | |a Génie civil. |0 (CaQQLa)201-0000429 | |
| 650 | 7 | |a civil engineering. |2 aat |0 (CStmoGRI)aat300054481 | |
| 650 | 7 | |a Civil engineering |2 fast |0 (OCoLC)fst00862488 | |
| 650 | 7 | |a Machine learning |2 fast |0 (OCoLC)fst01004795 | |
| 776 | 0 | 8 | |i Print version: |z 9780443153631 |
| 776 | 0 | 8 | |i Print version: |z 0443153647 |z 9780443153648 |w (OCoLC)1370924391 |
| 856 | 4 | 0 | |3 ScienceDirect |u https://www.sciencedirect.com/science/book/9780443153648 |