Spatio-temporal modeling of traffic accidents incidence on urban road networks based on an explicit network triangulation

نویسندگان

چکیده

Traffic deaths and injuries are one of the major global public health concerns. The present study considers accident records in an urban environment to explore analyze spatial temporal incidence road traffic accidents. We propose a spatio-temporal model provide predictions number collisions on any given segment, further generate risk map entire network. A Bayesian methodology using Integrated nested Laplace approximations with stochastic partial differential equations (SPDE) has been applied modeling process. As novelty, we have introduced SPDE network triangulation estimate autocorrelation restricted linear resulting maps information identify safe routes between source destination points, can be useful for prevention multi-disciplinary safety measures.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Discovering Urban Spatio-temporal Structure from Time-Evolving Traffic Networks

The traffic networks reflect the pulse and structure of a city and shows some dynamic characteristic. Previous research in mining structure from networks mostly focus on static networks and fail to exploit the temporal patterns. In this paper, we aim to solve the problem of discovering the urban spatio-temporal structure from time-evolving traffic networks. We model the time-evolving traffic ne...

متن کامل

Spatio-temporal Modeling in Road Network Change Detection and Updating

Automatic road map updating has been one of the difficult and important research topics in the community of geomatics. An operational road map updating system should include three key components: the generation of a new version of roads, the automatic road change detection/updating and the spatio-temporal modelling of road data. Special considerations have to be given to the spatio-temporal mod...

متن کامل

Road Traffic Accidents – Burden on Society

More people die in road accidents in India than anywhere else in the world [1]. India has 1% of the world’s vehicles, but 6% of the total global RTA deaths [2]. The statistical profile reflects a global estimate of 5.1 million deaths in 2000, due to injuries, accounting for 10% of deaths due to all causes. Out of this a quarter deaths occurred in the South-East Asian region [1]. In fact, road t...

متن کامل

Spatio-temporal Similarity Analysis Between Trajectories on Road Networks

In order to analyze the behavior of moving objects, a measure for determining the similarity of trajectories needs to be defined. Although research has been conducted that retrieved similar trajectories of moving objects in Euclidean space, very little research has been conducted on moving objects in the space defined by road networks. In terms of real applications, most moving objects are loca...

متن کامل

Modeling Spatio-Temporal Networks

Growing importance of application domains such as location-based services and evacuation planning highlights the need for efficient modeling of spatio-temporal networks (e.g. road networks) that takes into account changes to the network over time. The model should provide the necessary framework for developing efficient algorithms that implement frequent operations posed on such networks. A fre...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Journal of Applied Statistics

سال: 2022

ISSN: ['1360-0532', '0266-4763']

DOI: https://doi.org/10.1080/02664763.2022.2104822