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ISPRS International Journal of Geo-Information, Volume 8, Issue 12

2019 December - 68 articles

Cover Story: Human activity type inference is important for applications ranging from managing transportation demand to land use management. Unlabelled mobility data offer the opportunity to explore different approaches for this task; however, validation is out of reach due to lack of reference data. This research proposes a framework for urban activity type inference using a Dirichlet multinomial dynamic Bayesian network with an empirical Bayes prior that that can be applied to mobility data of low spatiotemporal resolution. Results were validated using foursquare data, providing evidence of activity type inference accuracy. At the same time, results demonstrate that a hierarchical modeling framework can provide some flexibility against the challenges related to the nature of unsupervised activity classification.View this paper.
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Articles (68)

  • Article
  • Open Access
15 Citations
11,647 Views
16 Pages

Globally, fire causes considerable losses that can be alleviated by taking appropriate actions facilitated by systems supported by geo-information technologies. This research focuses upon the development of an approach for planning urban infrastructu...

  • Article
  • Open Access
16 Citations
5,652 Views
19 Pages

CityGML-Based Road Information Model for Route Optimization of Snow-Removal Vehicle

  • Sang Ho Park,
  • Young-Hoon Jang,
  • Zong Woo Geem and
  • Sang-Ho Lee

Infrastructure usability becomes limited during a heavy snowfall event. In order to prevent such limitations, damage calculations and a decision-making process are needed. Snow-removal routing is a type of relevant disaster-prevention service. While...

  • Article
  • Open Access
1 Citations
3,425 Views
15 Pages

A Semantic Expansion Model for VGI Retrieval

  • Tao Sun,
  • Hui Xia,
  • Lin Li,
  • Hang Shen and
  • Yu Liu

OpenStreetMap (OSM) is a representative volunteered geographic information (VGI) project. However, there have been difficulties in retrieving spatial information from OSM. Ontology is an effective knowledge organization and representation method that...

  • Feature Paper
  • Article
  • Open Access
16 Citations
5,052 Views
29 Pages

This paper presents a novel approach for automatic, preliminary detection of damage in concrete structures using ground-based terrestrial laser scanners. The method is based on computation of defect-sensitive features such as the surface curvature, s...

  • Article
  • Open Access
15 Citations
7,854 Views
22 Pages

Relevance of the Cell Neighborhood Size in Landscape Metrics Evaluation and Free or Open Source Software Implementations

  • Paolo Zatelli,
  • Stefano Gobbi,
  • Clara Tattoni,
  • Maria Giulia Cantiani,
  • Nicola La Porta,
  • Duccio Rocchini,
  • Nicola Zorzi and
  • Marco Ciolli

Landscape metrics constitute one of the main tools for the study of the changes of the landscape and of the ecological structure of a region. The most popular software for landscape metrics evaluation is FRAGSTATS, which is free to use but does not h...

  • Article
  • Open Access
28 Citations
6,358 Views
21 Pages

Semantic segmentation on high-resolution aerial images plays a significant role in many remote sensing applications. Although the Deep Convolutional Neural Network (DCNN) has shown great performance in this task, it still faces the following two chal...

  • Article
  • Open Access
16 Citations
10,245 Views
19 Pages

The current study tests neighborhood (i.e., block group) effects reflective of broken windows theory (i.e., neighborhood, public space, social, housing disorder) on crime. Furthermore, these effects are tested independently on serious (i.e., Part I),...

  • Editorial
  • Open Access
17 Citations
6,956 Views
9 Pages

Due to the wide-spread use of disruptive digital technologies like mobile phones, cities have transitioned from data-scarce to data-rich environments. As a result, the field of geoinformatics is being reshaped and challenged to develop adequate data-...

  • Article
  • Open Access
7 Citations
5,518 Views
22 Pages

Modeling Spatio-Temporal Evolution of Urban Crowd Flows

  • Kun Qin,
  • Yuanquan Xu,
  • Chaogui Kang,
  • Stanislav Sobolevsky and
  • Mei-Po Kwan

Metropolitan cities are facing many socio-economic problems (e.g., frequent traffic congestion, unexpected emergency events, and even human-made disasters) related to urban crowd flows, which can be described in terms of the gathering process of a fl...

  • Article
  • Open Access
15 Citations
3,902 Views
13 Pages

Recently, an increasing number of cities have deployed bicycle-sharing systems to solve the first/last mile connection problem, generating a large quantity of data. In this paper, singular value decomposition (SVD) was used to extract the main featur...

  • Article
  • Open Access
5 Citations
3,317 Views
18 Pages

Many real-world dynamic features such as ocean eddies, rain clouds, and air masses may split or merge while they are migrating within a space. Topologically, the migration trajectories of such features are structurally more complex as they may have m...

  • Article
  • Open Access
12 Citations
6,558 Views
26 Pages

Decision Model for Predicting Social Vulnerability Using Artificial Intelligence

  • Francisco Javier Abarca-Alvarez,
  • Rafael Reinoso-Bellido and
  • Francisco Sergio Campos-Sánchez

Social vulnerability, from a socio-environmental point of view, focuses on the identification of disadvantaged or vulnerable groups and the conditions and dynamics of the environments in which they live. To understand this issue, it is important to i...

  • Article
  • Open Access
3 Citations
4,756 Views
31 Pages

Development of a CityGML Application Domain Extension for Simulating the Building Construction Process

  • Chi Zhang,
  • Yunping Liu,
  • Chen Lin,
  • Liangchen Zhou,
  • Bingxian Lin and
  • Mingliang Che

Virtual 3D city models can be stored and exchanged in the CityGML open data model. When dynamic phenomena in 3D cities are represented with a CityGML application domain extension (ADE), the objects in CityGML are often used as static background, and...

  • Article
  • Open Access
14 Citations
5,354 Views
15 Pages

As-Built BIM for a Fifteenth-Century Chinese Brick Structure at Various LoDs

  • Zheng Sun,
  • Jiangtao Xie,
  • Yingying Zhang and
  • Yongkang Cao

Building information modeling (BIM) has received significant research attention in the field of built heritage. As-built BIM refers to a BIM representation of the “as-is” conditions of built heritage at the time of a survey. Determining the level of...

  • Article
  • Open Access
61 Citations
6,173 Views
21 Pages

An Experimental Research on the Use of Recurrent Neural Networks in Landslide Susceptibility Mapping

  • Begum Mutlu,
  • Hakan A. Nefeslioglu,
  • Ebru A. Sezer,
  • M. Ali Akcayol and
  • Candan Gokceoglu

Natural hazards have a great number of influencing factors. Machine-learning approaches have been employed to understand the individual and joint relations of these factors. However, it is a challenging process for a machine learning algorithm to lea...

  • Article
  • Open Access
59 Citations
11,005 Views
20 Pages

Fire Risk Assessment in Dense Urban Areas Using Information Fusion Techniques

  • Zohreh Masoumi,
  • John van L.Genderen and
  • Jamshid Maleki

A comprehensive fire risk assessment is very important in dense urban areas as it provides an estimation of people at risk and property. Fire policy and mitigation strategies in developing countries are constrained by inadequate information, which is...

  • Article
  • Open Access
41 Citations
8,522 Views
17 Pages

Frequent and rapid spatially explicit assessment of socioeconomic development is critical for achieving the Sustainable Development Goals (SDGs) at both national and global levels. Over the past decades, scientists have proposed many methods for esti...

  • Article
  • Open Access
7 Citations
5,239 Views
19 Pages

Oriented feature from the accelerated segment test (oFAST) and rotated binary robust independent elementary features (rBRIEF) SLAM2 (ORB-SLAM2) represent a recognized complete visual simultaneous location and mapping (SLAM) framework with visual odom...

  • Communication
  • Open Access
7 Citations
3,858 Views
10 Pages

Monitoring 2.0: Update on the Halyomorpha halys Invasion of Trentino

  • Robert Malek,
  • Livia Zapponi,
  • Anna Eriksson,
  • Marco Ciolli,
  • Valerio Mazzoni,
  • Gianfranco Anfora and
  • Clara Tattoni

“BugMap” is a citizen science mobile application that provides a platform for amateur and expert scientists to report sightings of two invasive insect pests, the tiger mosquito Aedes albopictus Skuse (Diptera: Culicidae) and the brown mar...

  • Article
  • Open Access
6 Citations
4,033 Views
9 Pages

An Improved Mobile Mapping System to Detect Road-Killed Amphibians and Small Birds

  • Diana Sousa Guedes,
  • Hélder Ribeiro and
  • Neftalí Sillero

Roads represent a major source of mortality for many species. To mitigate road mortality, it is essential to know where collisions with vehicles are happening and which species and populations are most affected. For this, moving platforms such as mob...

  • Article
  • Open Access
19 Citations
5,287 Views
19 Pages

Using Geographic Ontologies and Geo-Characterization to Represent Geographic Scenarios

  • Yi Huang,
  • May Yuan,
  • Yehua Sheng,
  • Xiangqiang Min and
  • Yuwei Cao

Traditional Geographic Information Systems (GIS) represent the environment under reductionist thinking, which disaggregates a geographic environment into independent geographic themes. The reductionist approach makes the spatiotemporal characteristic...

  • Feature Paper
  • Technical Note
  • Open Access
7 Citations
5,387 Views
17 Pages

Developing the Chinese Academic Map Publishing Platform

  • Yongming Xu,
  • Benjamin Lewis and
  • Weihe Wendy Guan

The discipline of the humanities has long been inseparable from the exploration of space and time. With the rapid advancement of digitization, databases, and data science, humanities research is making greater use of quantitative spatiotemporal analy...

  • Article
  • Open Access
21 Citations
4,117 Views
17 Pages

Assessing the Distribution of Heavy Industrial Heat Sources in India between 2012 and 2018

  • Caihong Ma,
  • Zheng Niu,
  • Yan Ma,
  • Fu Chen,
  • Jin Yang and
  • Jianbo Liu

The heavy industry in India has witnessed rapid development in the past decades. This has increased the pressures and load on the Indian environment, and has also had a great impact on the world economy. In this study, the Preparatory Project Visible...

  • Article
  • Open Access
13 Citations
5,243 Views
19 Pages

Quality Control of “As Built” BIM Datasets Using the ISO 19157 Framework and a Multiple Hypothesis Testing Method Based on Proportions

  • Francisco Javier Ariza-López,
  • José Rodríguez-Avi,
  • Juan Francisco Reinoso-Gordo and
  • Íñigo Antonio Ariza-López

Building information model (BIM) data are digital and geometric-based data that are enriched thematically, semantically, and relationally, and are conceptually very similar to geographic information. In this paper, we propose both the use of the inte...

  • Article
  • Open Access
54 Citations
5,406 Views
14 Pages

Road extraction is a unique and difficult problem in the field of semantic segmentation because roads have attributes such as slenderness, long span, complexity, and topological connectivity, etc. Therefore, we propose a novel road extraction network...

  • Article
  • Open Access
4 Citations
2,429 Views
11 Pages

Grey System Theory in Research into Preferences Regarding the Location of Place of Residence within a City

  • Małgorzata Gerus-Gościewska,
  • Dariusz Gościewski,
  • Tomasz Bajerowski and
  • Agnieszka Szczepańska

Analyses of the correlations between social and economic phenomena are rarely limited to simple evaluations of the relationships that exist between two features. Information about the structure and behaviour of complex phenomena and processes in the...

  • Article
  • Open Access
7 Citations
4,872 Views
28 Pages

For improved drought planning and response, there is an increasing need for highly predictive and stable drought prediction models. This paper presents the performance of both homogeneous and heterogeneous model ensembles in the satellite-based predi...

  • Article
  • Open Access
18 Citations
5,253 Views
20 Pages

Integration of Multi-Camera Video Moving Objects and GIS

  • Yujia Xie,
  • Meizhen Wang,
  • Xuejun Liu,
  • Bo Mao and
  • Feiyue Wang

This work discusses the integration of multi-camera video moving objects (MCVO) and GIS. This integration was motivated by the characteristics of multi-camera videos distributed in the urban environment, namely, large data volume, sparse distribution...

  • Article
  • Open Access
15 Citations
6,312 Views
16 Pages

Accurate information on the number and distribution of pedestrians in space and time helps urban planners maintain current city infrastructure and design better public spaces for local residents and visitors. Previous studies have demonstrated that u...

  • Article
  • Open Access
3 Citations
3,154 Views
28 Pages

Human activity type inference has long been the focus for applications ranging from managing transportation demand to monitoring changes in land use patterns. Today’s ever increasing volume of mobility data allow researchers to explore a wide r...

  • Article
  • Open Access
20 Citations
4,029 Views
20 Pages

High-precision land use/land cover classification mapping derived from remote sensing supplies essential datasets for scientific research on environmental assessment, climate change simulation, geographic condition monitoring, and environmental manag...

  • Article
  • Open Access
29 Citations
11,265 Views
16 Pages

This exploratory study identifies spatial patterns of crimes and their associations with the index of Unsatisfied Basic Needs (UBN), with Communitarian Policy Units (CPU) density, as well as with population density. The case study is the Metropolitan...

  • Article
  • Open Access
26 Citations
4,656 Views
23 Pages

Urban areas involve different functions that attract individuals and fit personal needs. Understanding the distribution and combination of these functions in a specific district is significant for urban development in cities. Many researchers have al...

  • Article
  • Open Access
14 Citations
6,255 Views
16 Pages

Geo-Tagged Photo Metadata Processing Method for Beijing Inbound Tourism Flow

  • Wen Chen,
  • Zhiyun Xu,
  • Xiaoyao Zheng and
  • Yonglong Luo

Technological advances have led to numerous developments in data sources. Geo-tagged photo metadata has provided a new source of mass research data for tourism studies. A series of data processing methods centering on the various types of information...

  • Article
  • Open Access
4 Citations
3,236 Views
19 Pages

The low-cost, indoor-feasibility, and non-intrusive characteristic of passive infrared sensors (PIR sensors) makes it widely used in human motion detection, but the limitation of its object identification ability makes it difficult to further analyze...

  • Article
  • Open Access
30 Citations
6,645 Views
21 Pages

Geographic Object-Based Image Analysis for Automated Landslide Detection Using Open Source GIS Software

  • Raphael Knevels,
  • Helene Petschko,
  • Philip Leopold and
  • Alexander Brenning

With the increased availability of high-resolution digital terrain models (HRDTM) generated using airborne light detection and ranging (LiDAR), new opportunities for improved mapping of geohazards such as landslides arise. While the visual interpreta...

  • Article
  • Open Access
6 Citations
3,474 Views
14 Pages

Study of NSSDA Variability by Means of Automatic Positional Accuracy Assessment Methods

  • Juan José Ruiz-Lendínez,
  • Francisco Javier Ariza-López and
  • Manuel Antonio Ureña-Cámara

Point-based standard methodologies (PBSM) suggest using ‘at least 20’ check points in order to assess the positional accuracy of a certain spatial dataset. However, the reason for decreasing the number of checkpoints to 20 is not elaborat...

  • Article
  • Open Access
84 Citations
9,637 Views
12 Pages

Monitoring the Water Quality of Small Water Bodies Using High-Resolution Remote Sensing Data

  • Zehra Yigit Avdan,
  • Gordana Kaplan,
  • Serdar Goncu and
  • Ugur Avdan

Remotely sensed data can reinforce the abilities of water resources researchers and decision-makers to monitor water quality more effectively. In the past few decades, remote sensing techniques have been widely used to measure qualitative water quali...

  • Article
  • Open Access
3 Citations
4,342 Views
15 Pages

Optimization of Shortest-Path Search on RDBMS-Based Graphs

  • Kwangwon Seo,
  • Jinhyun Ahn and
  • Dong-Hyuk Im

Calculation of the shortest path between two nodes in a graph is a popular operation used in graph queries in applications such as map information systems, social networking services, and biotechnology. Recent shortest-path search techniques based on...

  • Article
  • Open Access
8 Citations
3,824 Views
16 Pages

Multi-Scale Validation of MODIS LAI Products Based on Crop Growth Period

  • Ting Wang,
  • Yonghua Qu,
  • Ziqing Xia,
  • Yiping Peng and
  • Zhenhua Liu

Leaf area index (LAI) is one of the most important canopy structure parameters utilized in process-based models of climate, hydrology, and biogeochemistry. In order to determine the reliability and applicability of satellite LAI products, it is criti...

  • Article
  • Open Access
24 Citations
5,421 Views
17 Pages

EEG & Eye Tracking User Experiments for Spatial Memory Task on Maps

  • Merve Keskin,
  • Kristien Ooms,
  • Ahmet Ozgur Dogru and
  • Philippe De Maeyer

The aim of this research is to evaluate the use of ET and EEG for studying the cognitive processes of expert and novice map users and to explore these processes by comparing two types of spatial memory experiments through cognitive load measurements....

  • Communication
  • Open Access
42 Citations
6,174 Views
19 Pages

Surface Reconstruction for Three-Dimensional Rockfall Volumetric Analysis

  • David Bonneau,
  • Paul-Mark DiFrancesco and
  • D. Jean Hutchinson

Laser scanning is routinely being used for the characterization and management of rockfall hazards. A key component of many studies is the ability to use the high-resolution topographic datasets for detailed volume estimates. 2.5-Dimensional (2.5D) a...

  • Article
  • Open Access
73 Citations
9,239 Views
18 Pages

Extracting information related to weather and visual conditions at a given time and space is indispensable for scene awareness, which strongly impacts our behaviours, from simply walking in a city to riding a bike, driving a car, or autonomous drive-...

  • Article
  • Open Access
14 Citations
5,642 Views
12 Pages

Kernel density estimation (KDE) is widely adopted to show the overall crime distribution and at the same time obscure exact crime locations due to the confidentiality of crime data in many countries. However, the confidential level of crime locationa...

  • Review
  • Open Access
107 Citations
12,456 Views
25 Pages

Digital elevation models (DEMs) are considered an imperative tool for many 3D visualization applications; however, for applications related to topography, they are exploited mostly as a basic source of information. In the study of landslide susceptib...

  • Article
  • Open Access
12 Citations
5,826 Views
20 Pages

Commonly, a three-dimensional (3D) geographic information system (GIS) is based on a two-dimensional (2D) visualization platform, hindering the understanding and expression of the real world in 3D space that further limits user cognition and understa...

  • Article
  • Open Access
16 Citations
6,984 Views
20 Pages

The Role of Geoprocessing in Mapping Crime Using Hot Streets

  • Quincy T. Tom-Jack,
  • Jennifer M. Bernstein and
  • Laura C. Loyola

Law enforcement agencies (LEA) have long attempted to determine crime patterns, determinants of crime, and ways to improve security. For several years, LEAs have utilized geographic information systems (GISs) to better understand the spatial nature o...

  • Article
  • Open Access
4 Citations
3,152 Views
19 Pages

Wharves, which play a vital role in ensuring and promoting social progress and national economic development, are important in water transportation. At present, studies on related fields mainly focus on ports. A robust research system has been formed...

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ISPRS Int. J. Geo-Inf. - ISSN 2220-9964