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318 Results Found

  • Article
  • Open Access
3 Citations
2,310 Views
22 Pages

The presence of abundant spatio-temporal information based on the location of mobile objects in publicly accessible GPS mobile devices makes it crucial to collect, analyze, and mine such information. Therefore, it is necessary to index a large volume...

  • Article
  • Open Access
16 Citations
3,500 Views
26 Pages

Automatically Tracking Road Centerlines from Low-Frequency GPS Trajectory Data

  • Banqiao Chen,
  • Chibiao Ding,
  • Wenjuan Ren and
  • Guangluan Xu

High-quality digital road maps are essential prerequisites of location-based services and smart city applications. The massive and accessible GPS trajectory data generated by mobile GPS devices provide a new means through which to generate maps. Howe...

  • Article
  • Open Access
66 Citations
10,090 Views
17 Pages

A Two-Step Clustering Approach to Extract Locations from Individual GPS Trajectory Data

  • Zhongliang Fu,
  • Zongshun Tian,
  • Yanqing Xu and
  • Changjian Qiao

High-accuracy location identification is the basis of location awareness and location services. However, because of the influence of GPS signal loss, data drift and repeated access in the individual trajectory data, the efficiency and accuracy of exi...

  • Article
  • Open Access
14 Citations
3,760 Views
20 Pages

The requirements of location-based services have generated an increasing need for up-to-date digital road maps. However, traditional methods are expensive and time-consuming, requiring many skilled operators. The feasibility of using massive GPS traj...

  • Article
  • Open Access
9 Citations
4,794 Views
27 Pages

Recognizing Modes of Driving Railway Trains (MDRT) can help to solve railway freight transportation problems in driver behavior research, auto-driving system design and capacity utilization optimization. Previous studies have focused on analyses and...

  • Article
  • Open Access
30 Citations
6,502 Views
20 Pages

Anomalous urban mobility pattern refers to abnormal human mobility flow in a city. Anomalous urban mobility pattern detection is important in the study of urban mobility. In this paper, a framework is proposed to identify anomalous urban mobility pat...

  • Article
  • Open Access
19 Citations
7,185 Views
24 Pages

Raw GPS trajectory data are often very large and use up excessive storage space. The efficiency and accuracy of activity patterns analysis or individual–environment interaction modeling using such data may be compromised due to data size and computat...

  • Article
  • Open Access
6 Citations
3,428 Views
17 Pages

Visual Exploration of Cycling Semantics with GPS Trajectory Data

  • Xuansu Gao,
  • Chengwu Liao,
  • Chao Chen and
  • Ruiyuan Li

20 February 2023

Cycling—as a sustainable and convenient exercise and travel mode—has become increasingly popular in modern cities. In recent years, with the proliferation of sport apps and GPS mobile devices in daily life, the accumulated cycling traject...

  • Article
  • Open Access
5 Citations
2,161 Views
19 Pages

Outdoor jogging plays a critical role in active mobility and transport-related physical activity (TPA), contributing to both urban health and sustainability. While existing studies have primarily focused on jogging participation volumes through surve...

  • Article
  • Open Access
8 Citations
3,392 Views
12 Pages

8 July 2019

Positioning devices allow users’ movement to be recorded. The GPS (Global Positioning System) trajectory data typically consists of spatiotemporal points, which make up the major part of the big data concerning urban life. Existing knowledge ex...

  • Article
  • Open Access
31 Citations
9,299 Views
15 Pages

An Automatic Road Network Construction Method Using Massive GPS Trajectory Data

  • Yongchuan Zhang,
  • Jiping Liu,
  • Xinlin Qian,
  • Agen Qiu and
  • Fuhao Zhang

Automatically acquiring comprehensive, accurate, and real-time mapping information and translating this information into digital maps are challenging problems. Traditional methods are time consuming and costly because they require expensive field sur...

  • Article
  • Open Access
29 Citations
4,963 Views
20 Pages

Ubiquitous trajectory data provides new opportunities for production and update of the road network. A number of methods have been proposed for road network construction and update based on trajectory data. However, existing methods were mainly focus...

  • Article
  • Open Access
8 Citations
3,389 Views
14 Pages

16 February 2021

A drive cycle describes the microscopic and macroscopic vehicle activity information that is crucial for emission quantification research, e.g., emission modeling or emission testing. Well-developed drive cycles capture the driving patterns represent...

  • Article
  • Open Access
9 Citations
6,902 Views
13 Pages

People with disabilities face many obstacles in everyday outdoor travels. One of the most notable obstacles is steep slope on sidewalk segments. Current navigation systems/services do not all support map databases with slope attributes and cannot cal...

  • Article
  • Open Access
44 Citations
7,814 Views
16 Pages

A Segment-Based Trajectory Similarity Measure in the Urban Transportation Systems

  • Yingchi Mao,
  • Haishi Zhong,
  • Xianjian Xiao and
  • Xiaofang Li

6 March 2017

With the rapid spread of built-in GPS handheld smart devices, the trajectory data from GPS sensors has grown explosively. Trajectory data has spatio-temporal characteristics and rich information. Using trajectory data processing techniques can mine t...

  • Article
  • Open Access
10 Citations
3,894 Views
14 Pages

Green Travel Mode: Trajectory Data Cleansing Method for Shared Electric Bicycles

  • Chengming Li,
  • Zhaoxin Dai,
  • Weixiang Peng and
  • Jianming Shen

7 March 2019

Location-based service (LBS) technologies provide a new perspective for the analysis of the spatiotemporal dynamics of urban systems. Previous studies have been performed using data from mobile communications, public transport vehicles (taxis and bus...

  • Review
  • Open Access
63 Citations
10,004 Views
20 Pages

A Review of GPS Trajectories Classification Based on Transportation Mode

  • Xue Yang,
  • Kathleen Stewart,
  • Luliang Tang,
  • Zhong Xie and
  • Qingquan Li

2 November 2018

GPS trajectories generated by moving objects provide researchers with an excellent resource for revealing patterns of human activities. Relevant research based on GPS trajectories includes the fields of location-based services, transportation science...

  • Article
  • Open Access
8 Citations
3,797 Views
17 Pages

Articulated Trajectory Mapping for Reviewing Walking Tours

  • Iori Sasaki,
  • Masatoshi Arikawa and
  • Akinori Takahashi

This paper addresses how to enrich a map-based representation for reviewing walking tours with the features of trajectory mapping and tracing animation. Generally, a trajectory generated by raw GPS data can often be difficult to browse through on a m...

  • Article
  • Open Access
33 Citations
6,420 Views
13 Pages

24 December 2020

The visit paths, dwell time, and taking pictures are all variables of great significance to our understanding of tourists’ spatio-temporal behavior. Does having a large number of visitors mean that tourists are interested in a tourist location?...

  • Article
  • Open Access
19 Citations
5,450 Views
23 Pages

Rapidly growing GPS (Global Positioning System) trajectories hide much valuable information, such as city road planning, urban travel demand, and population migration. In order to mine the hidden information and to capture better clustering results,...

  • Article
  • Open Access
11 Citations
4,314 Views
28 Pages

The emergence and development of car-sharing has not only satisfied people’s diverse travel needs, but also brought new solutions for improving urban traffic conditions and achieving low-carbon and green sustainable development. In recent years...

  • Article
  • Open Access
238 Views
18 Pages

29 January 2026

Devices equipped with the Global Positioning System (GPS) generate massive volumes of trajectory data on a daily basis, imposing substantial computational, network, and storage burdens. Online trajectory simplification reduces redundant points in a s...

  • Article
  • Open Access
9 Citations
3,955 Views
20 Pages

Extracting Flooded Roads by Fusing GPS Trajectories and Road Network

  • Shiying She,
  • Haoyu Zhong,
  • Zhixiang Fang,
  • Meng Zheng and
  • Yan Zhou

Urban roads are the lifeline of urban transportation and satisfy the commuting and travel needs of citizens. Following the acceleration of urbanization and the frequent extreme weather in recent years, urban waterlogging is occurring more than usual...

  • Article
  • Open Access
3 Citations
3,354 Views
13 Pages

Few studies have examined mobility from a social exclusion perspective. Limited mobility can restrict opportunities to interact with others and therefore may lead to social exclusion. This pilot study was designed to test the feasibility of integrati...

  • Article
  • Open Access
63 Citations
8,213 Views
24 Pages

Scholars in the fields of health geography, urban planning, and transportation studies have long attempted to understand the relationships among human movement, environmental context, and accessibility. One fundamental question for this research area...

  • Article
  • Open Access
5 Citations
5,929 Views
15 Pages

Spatio-Temporal Behavior Analysis and Pheromone-Based Fusion Model for Big Trace Data

  • Luliang Tang,
  • Qianqian Zou,
  • Xia Zhang,
  • Chang Ren and
  • Qingquan Li

People leave traces of movements that might affect the behavior of others both online in cyberspace and offline in real space. Previous studies, however, have used only questionnaires, network data, or GPS data to study spatio-temporal behaviors, ign...

  • Article
  • Open Access
2 Citations
1,374 Views
16 Pages

Statistical Law between Areas and Perimeters Created by a Moving Trajectory

  • Atushi Ishikawa,
  • Shouji Fujimoto,
  • Takayuki Mizuno and
  • Yoshimi Tanaka

12 October 2024

Based on our interest in properties of human movement, we investigated Japanese GPS data, and arrived at the following three observations: (1) there is a strong correlation between the area of polygons created by human movement trajectories and their...

  • Article
  • Open Access
27 Citations
3,819 Views
15 Pages

23 May 2019

Bus emissions have become one of the important contributing factors in urban environmental pollution due to the frequent use of heavy-duty diesel engines in the day-time. Local bus driving cycles have a significant influence on bus emissions under th...

  • Article
  • Open Access
3 Citations
2,888 Views
21 Pages

5 December 2024

Transport mode is one of the important travel characteristics for citizens, which is crucial to the planning and management of urban transportation. With the natural advantages of large sample sizes and a wide coverage of people, more and more resear...

  • Article
  • Open Access
17 Citations
7,222 Views
17 Pages

The interaction between human activity and landscape pattern has been a hot research topic during the last few decades. However, scholars used to measure human activity by social, economic and humanistic indexes. These indexes cannot directly reflect...

  • Article
  • Open Access
19 Citations
3,590 Views
18 Pages

20 January 2022

This work presents an analysis of data recorded by a bicycle computer paired with typical measurement sensors in order to determine whether the data can be useful for a scientific evaluation of the cyclist–electric bicycle anthropotechnical sys...

  • Article
  • Open Access
23 Citations
5,076 Views
17 Pages

12 September 2019

Environmentally friendly shared transit systems have become ubiquitous at present. As a result, analyzing the ranges and tracts of human activities and gatherings based on bike share data is scientifically useful. This paper investigates the spatial...

  • Article
  • Open Access
155 Citations
10,472 Views
22 Pages

Recognition of transportation modes can be used in different applications including human behavior research, transport management and traffic control. Previous work on transportation mode recognition has often relied on using multiple sensors or matc...

  • Article
  • Open Access
13 Citations
3,332 Views
15 Pages

21 June 2022

The reasonable layout of charging stations is an important measure to improve the penetration rate of the electric taxi market. Based on the multi-type clustering algorithm, a widely applicable electric taxi charging stations locating method is propo...

  • Article
  • Open Access
19 Citations
5,244 Views
18 Pages

Interactions between Bus, Metro, and Taxi Use before and after the Chinese Spring Festival

  • Jianwei Huang,
  • Xintao Liu,
  • Pengxiang Zhao,
  • Junwei Zhang and
  • Mei-Po Kwan

Public transport plays an important role in developing sustainable cities. A better understanding of how different public transit modes (bus, metro, and taxi) interact with each other will provide better sustainable strategies to transport and urban...

  • Article
  • Open Access
18 Citations
5,312 Views
30 Pages

Understanding the Competitive Advantages of Car Sharing from the Travel-Cost Perspective

  • Xianlei Dong,
  • Yongfang Cai,
  • Jiaming Cheng,
  • Beibei Hu and
  • Huijun Sun

The emergence and development of car sharing can not only satisfy people’s diverse travel demands, but also can bring a new solution to facilitate urban low-carbon and green development. With the increasing acceptance of car sharing, the market...

  • Article
  • Open Access
11 Citations
3,890 Views
18 Pages

16 May 2022

Over the years, researchers have been studying the effects of weather and context data on transport mode choices. Existing research studies are predominantly designed around travel surveys, but the accuracy of their findings relies on how travelers g...

  • Article
  • Open Access
106 Citations
9,569 Views
20 Pages

Anomalous taxi trajectories are those chosen by a small number of drivers that are different from the regular choices of other drivers. These anomalous driving trajectories provide us an opportunity to extract driver or passenger behaviors and monito...

  • Article
  • Open Access
20 Citations
4,518 Views
18 Pages

10 December 2020

This paper proposes a real-time trajectory prediction method for quadrotors based on a bidirectional gated recurrent unit model. Historical trajectory data of ten types of quadrotors were obtained. The bidirectional gated recurrent units were constru...

  • Article
  • Open Access
15 Citations
5,112 Views
29 Pages

27 October 2022

Trajectory outlier detection is one of the fundamental data mining techniques used to analyze the trajectory data of the Global Positioning System. A comprehensive literature review of trajectory outlier detectors published between 2000 and 2022 led...

  • Article
  • Open Access
46 Citations
15,238 Views
22 Pages

Big data have been used widely in many areas, including the transportation industry. Using various data sources, traffic states can be well estimated and further predicted to improve the overall operation efficiency. Combined with this trend, this st...

  • Article
  • Open Access
11 Citations
4,798 Views
16 Pages

21 July 2020

Given the widespread use of mobile devices that track their geographical location, it has become increasingly easy to acquire information related to users’ trips in real time. This availability has triggered several studies based on user’...

  • Article
  • Open Access
3 Citations
3,519 Views
14 Pages

Shortages of engineers and financial resources have made it difficult for municipalities to identify and address problems with aging road infrastructures. To resolve these problems, numerous studies have focused on automating road inspection, includi...

  • Article
  • Open Access
10 Citations
3,343 Views
18 Pages

18 October 2018

This paper investigates a multi-objective charging station location model with the consideration of the triple bottom line principle for green and sustainable development from economic, environmental and social perspectives. An intelligent multi-obje...

  • Article
  • Open Access
65 Citations
8,918 Views
21 Pages

26 November 2015

In this paper, we propose a novel approach for mining lane-level road network information from low-precision vehicle GPS trajectories (MLIT), which includes the number and turn rules of traffic lanes based on naïve Bayesian classification. First, the...

  • Article
  • Open Access
37 Citations
5,360 Views
28 Pages

6 May 2022

This study provides a multi-disciplinary overview of the seismology and geodetic data with tectonics analysis in order to provide an evaluation of stress trajectories, and probabilistic fault rupture hazard assessment. Based on the different scenario...

  • Article
  • Open Access
16 Citations
5,885 Views
16 Pages

A Data Cleaning Method for Big Trace Data Using Movement Consistency

  • Xue Yang,
  • Luliang Tang,
  • Xia Zhang and
  • Qingquan Li

9 March 2018

Given the popularization of GPS technologies, the massive amount of spatiotemporal GPS traces collected by vehicles are becoming a new kind of big data source for urban geographic information extraction. The growing volume of the dataset, however, cr...

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