Laser scanning systems in highway and safety assessment : analysis of highway geometry and safety using LiDAR /: analysis of highway geometry and safety using LiDAR. (2020)

• Record Type: Book
• Further Information: Note: Biswajeet Pradhan, Maher Ibrahim Sameen.
• Authors: Pradhan, Biswajeet; Sameen, Maher Ibrahim
• Contents: Introduction to Laser Scanning Technology.- Road Geometric Modeling Using Laser-Scanning Data.- Optimizing support vector machine and ensemble trees using the Taguchi method for automatic road network extraction.- Road Geometric Modeling Using a Novel Hierarchical Approach.- Introduction to Neural Networks.- Traffic Accidents Predictions with Neural Networks: A Review.- Applications of Deep Learning in Severity Prediction of Traffic Accidents.- Accident Modelling Using Feedforward Neural Networks.- Accident Severity Prediction with Convolutional Neural Networks.- Injury Severity Prediction Using Recurrent Neural Networks.- Improving Traffic Accident Prediction Models with Transfer Learning.- A Comparative Study between Neural Networks, Support Vector Machine, and Logistic Regression for Accident Predictions.- Estimation of Accident Factor Importance in Neural Network Models.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2020
• Extent: 1 online resource (xv, 157 pages)
• Subjects: 388.10285; Roads -- Remote sensing; Optical radar; Electronic books
• Languages: English
• ISBNs: 9783030103743; 3030103749
• Related ISBNs: 9783030103736
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed April 12, 2019).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.