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Laser Scanning Systems in Highway and Safety Assessment : Analysis of Highway Geometry and Safety Using LiDAR 🔍
Biswajeet Pradhan & Maher Ibrahim Sameen Springer International Publishing : Imprint: Springer, Springer Nature (Textbooks & Major Reference Works), Cham, 2019
英语 [en] · EPUB · 45.0MB · 2019 · 📘 非小说类图书 · 🚀/lgli/upload/zlib · Save
描述
This book aims to promote the core understanding of a proper modelling of road traffic accidents by deep learning methods using traffic information and road geometry delineated from laser scanning data. The first two chapters of the book introduce the reader to laser scanning technology with creative explanation and graphical illustrations, review and recent methods of extracting geometric road parameters. The next three chapters present different machine learning and statistical techniques applied to extract road geometry information from laser scanning data. Chapters 6 and 7 present methods for modelling roadside features and automatic road geometry identification in vector data. After that, this book goes on reviewing methods used for road traffic accident modelling including accident frequency and injury severity of the traffic accident (Chapter 8). Then, the next chapter explores the details of neural networks and their performance in predicting the traffic accidents along with a comparison with common data mining models. Chapter 10 presents a novel hybrid model combining extreme gradient boosting and deep neural networks for predicting injury severity of road traffic accidents. This chapter is followed by deep learning applications in modelling accident data using feed-forward, convolutional, recurrent neural network models (Chapter 11). The final chapter (Chapter 12) presents a procedure for modelling traffic accident with little data based on the concept of transfer learning. This book aims to help graduate students, professionals, decision makers, and road planners in developing better traffic accident prediction models using advanced neural networks.
备用文件名
lgli/ZpTESmmrSrmaeDPJ8VzdAZ.epub
备用文件名
zlib/no-category/Biswajeet Pradhan & Maher Ibrahim Sameen/Laser Scanning Systems in Highway and Safety Assessment: Analysis of Highway Geometry and Safety Using LiDAR_116473819.epub
备用出版商
Springer Nature Switzerland AG
备用版本
Advances in Science, Technology & Innovation, IEREK Interdisciplinary Series for Sustainable Development, 1st ed. 2020, Cham, 2020
备用版本
Advances in science, technology & innovation, Cham, Switzerland, 2020
备用版本
Switzerland, Switzerland
备用版本
1, 20190402
开源日期
2024-12-16
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