Data analysis in pavement engineering methodologies and applications
Intro -- Data Analysis in Pavement Engineering -- Copyright -- Contents -- Preface -- Introduction -- Chapter 1: Pavement performance data -- Chapter outline -- 1.1. Introduction -- 1.2. Pavement performance indices -- 1.2.1. Development of pavement performance indices -- 1.2.2. Pavement performance...
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| Format: | UnknownFormat |
| Sprache: | eng |
| Veröffentlicht: |
Cambridge, MA, Kidlington
Woodhead Publishing, an imprint of Elsevier
2024
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| Schriftenreihe: | Woodhead Publishing series in civil and structural engineering series
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| Online Zugang: | Inhaltsverzeichnis |
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Tag hinzufügen | Zusammenfassung: | Intro -- Data Analysis in Pavement Engineering -- Copyright -- Contents -- Preface -- Introduction -- Chapter 1: Pavement performance data -- Chapter outline -- 1.1. Introduction -- 1.2. Pavement performance indices -- 1.2.1. Development of pavement performance indices -- 1.2.2. Pavement performance indices in China -- 1.3. Pavement management system -- 1.4. Pavement performance models -- 1.4.1. Classic pavement performance models -- 1.4.2. Time-performance models -- 1.5. The LTPP database -- 1.5.1. The LTPP program -- 1.5.2. Asphalt pavement performance data in LTPP -- 1.6. Data analysis in pavement engineering -- 1.6.1. An overview -- 1.6.2. Machine learning methods -- 1.6.3. Summary -- Questions -- References -- Chapter 2: Fundamentals of statistics -- Chapter outline -- 2.1. Introduction -- 2.2. Random variables -- 2.2.1. Discrete random variables -- 2.2.2. Continuous random variables -- 2.2.3. Joint distribution -- 2.3. Statistical descriptions of data -- 2.3.1. Sampling methods -- 2.3.2. Numerical summaries -- 2.3.3. Graphical summaries -- 2.3.4. Covariance and correlation -- 2.4. Functions of normal distributions -- 2.4.1. Distributions of the sample mean and variance -- 2.4.2. Compare two sample means and variance -- 2.5. Statistical inference -- 2.5.1. Point estimate -- 2.5.2. Interval estimate -- 2.6. Hypothesis tests -- 2.6.1. Concepts and procedures -- 2.6.2. One-tailed and two-tailed tests -- 2.6.3. Tests for one sample -- 2.6.4. Tests for two samples -- 2.6.5. Proportion tests -- 2.7. Case 1: Significance test of concrete strength -- 2.7.1. Background and data -- 2.7.2. Discussion of results -- Questions -- References -- Chapter 3: Design of experiments -- Chapter outline -- 3.1. Introduction -- 3.1.1. Design of experiments -- 3.1.2. Analysis of variance -- 3.2. Design of experiments -- 3.2.1. Definition -- 3.2.2. Principles. |
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| Beschreibung: | Literaturangaben |
| Beschreibung: | xix, 355 Seiten Diagramme |
| ISBN: | 9780443159282 978-0-443-15928-2 |