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3,637 Results Found

  • Feature Paper
  • Article
  • Open Access
5 Citations
1,497 Views
26 Pages

Spatiotemporal Downscaling Model for Solar Irradiance Forecast Using Nearest-Neighbor Random Forest and Gaussian Process

  • Shadrack T. Asiedu,
  • Abhilasha Suvedi,
  • Zongjie Wang,
  • Hossein Moradi Rekabdarkolaee and
  • Timothy M. Hansen

10 May 2025

Accurate solar photovoltaic (PV) capacity estimation requires high-resolution, site-specific solar irradiance data to account for localized variability. However, global datasets, such as the National Solar Radiation Database (NSRDB), provide regional...

  • Article
  • Open Access
2 Citations
3,536 Views
21 Pages

23 February 2022

The unprecedented development of Internet of Things (IoT) technology produces humongous amounts of spatio-temporal sensing data with various geometry types. However, processing such datasets is often challenging due to high-dimensional sensor data ge...

  • Article
  • Open Access
1,745 Views
14 Pages

28 April 2023

The processes of land use and cover change (LUCC) are highly diverse and complex, being heavily influenced by natural factors, economic factors, and other related factors. These changes have a significant impact on ecological environments and landsca...

  • Article
  • Open Access
2 Citations
3,388 Views
11 Pages

Analyses on the Infection Process of Rice Virus and the Spatiotemporal Expression Pattern of Host Defense Genes Based on a Determined-Part Inoculation Approach

  • Wei Guo,
  • Chenyang Li,
  • Bo Zeng,
  • Jie Li,
  • Zhaoyun Wang,
  • Shuhui Ma,
  • Linlin Du,
  • Ying Lan,
  • Feng Sun and
  • Tong Zhou
  • + 4 authors

24 January 2022

Rice viral diseases adversely affect crop yield and quality. Most rice viruses are transmitted through insect vectors. However, the traditional whole-plant inoculation method cannot control the initial inoculation site in rice plants because the inse...

  • Article
  • Open Access
3 Citations
2,056 Views
19 Pages

Merging Spatio-Temporal Objects and Business Processes: Land Reform Process Case Study

  • Chamseddine Zaki,
  • Christophe Claramunt,
  • Abbass Nasser and
  • Semar Bahmad

15 November 2023

Although significant progress has been achieved in the development of spatio-temporal models that capture real-world phenomena, more interaction between phenomenon-based and business-based modeling approaches is still required. This represents a much...

  • Article
  • Open Access
2 Citations
1,796 Views
22 Pages

STPam: Software for Intelligently Analyzing and Mining Spatiotemporal Processes Based on Multi-Source Big Data

  • Rongjun Xiong,
  • Zeqiang Chen,
  • Huiwen Pan,
  • Dongyang Liu,
  • Aiguo Sun and
  • Nengcheng Chen

Analyzing and mining spatiotemporal processes refers to the extraction of geographic phenomena from spatiotemporal data and the analysis of available geographic knowledge and patterns. It finds applications in various fields such as natural disaster...

  • Article
  • Open Access
2 Citations
2,283 Views
24 Pages

Urban waterlogging is one of the major “diseases” faced by cities, posing a great challenge to the healthy and sustainable development of cities. The traditional geographic knowledge graph struggles to capture dynamic changes in urban wat...

  • Article
  • Open Access
1 Citations
3,485 Views
18 Pages

Many kinds of spatio-temporal data in our daily lives, such as the trajectory data of moving objects, stream natively. Streaming systems exhibit significant advantages in processing streaming data due to their distributed architecture, high throughpu...

  • Article
  • Open Access
1 Citations
2,001 Views
16 Pages

24 February 2025

The accurate prediction of sea surface temperature (SST) is essential for studying marine phenomena, understanding climate dynamics, and forecasting environmental changes. However, developing a general SST prediction model is challenging due to signi...

  • Article
  • Open Access
1 Citations
2,302 Views
16 Pages

An Indexing Method of Continuous Spatiotemporal Queries for Stream Data Processing Rules of Detected Target Objects

  • Muhammad Habibur Rahman,
  • Bonghee Hong,
  • Hari Setiawan,
  • Sanghyun Lee,
  • Dongjun Lim and
  • Woochan Kim

30 November 2021

Real-time performance is important in rule-based continuous spatiotemporal query processing for risk analysis and decision making of target objects collected by sensors of combat vessels. The existing Rete algorithm, which creates a compiled node lin...

  • Article
  • Open Access
18 Citations
2,609 Views
20 Pages

5 January 2022

In this paper, we study the effects of the shield tunnel construction on the deformation of an existing pipeline parallel to and above the new shield tunnel. We propose an analytical solution to predict the spatiotemporal deformation of the existing...

  • Article
  • Open Access
8 Citations
2,823 Views
21 Pages

The availability of geodata with high spatial and temporal resolution is increasing steadily. Often, these data are continuously generated by distributed sensor networks and provided as geodata streams. Geostatistical analysis methods, such as spatio...

  • Article
  • Open Access
21 Citations
8,783 Views
15 Pages

Scalable real-time processing of large amounts of data has become a research topic of particular importance due to the continuously rising amount of data that is generated by devices equipped with sensing components. While existing approaches allow f...

  • Article
  • Open Access
6 Citations
4,854 Views
11 Pages

14 December 2015

A novel spatio-temporal 2-dimensional (2-D) processing method that can jointly estimate the transmitting-receiving azimuth and Doppler frequency for bistatic multiple-input multiple-output (MIMO) radar in the presence of spatial colored noise and an...

  • Article
  • Open Access
3 Citations
2,334 Views
14 Pages

9 May 2021

In this paper, a data-driven based spatiotemporal model reduction approach is proposed for predicting the temperature distribution and developing the computation speeds in the microwave heating process. Due to the mixed boundary conditions, it is dif...

  • Article
  • Open Access
7 Citations
3,311 Views
21 Pages

The availability of spatial and spatiotemporal big data is increasing rapidly. Spatially and temporally high resolved data are especially gathered via the Internet of Things. This data can often be accessed as data streams that push new data tuples c...

  • Article
  • Open Access
10 Citations
13,775 Views
25 Pages

20 November 2009

Model-free tracking is important for solving tasks such as moving-object tracking and action recognition in cases where no prior object knowledge is available. For this purpose, we extend the concept of spatially synchronous dynamics in spin-lattice...

  • Article
  • Open Access
2 Citations
2,993 Views
28 Pages

19 February 2023

Emergency calls are defined by an ever-expanding utilisation of information and sensing technology, leading to extensive volumes of spatio-temporal high-resolution data. The spatial and temporal character of the emergency calls is leveraged by author...

  • Article
  • Open Access
289 Views
15 Pages

Partially Observed Two-Phase Point Processes

  • Olivier Jacquet,
  • Walguen Oscar and
  • Jean Vaillant

15 January 2026

In this paper, a two-phase spatio-temporal point process (STPP) defined on a countable metric space and characterized by a conditional intensity function is introduced. In the first phase, the process is memoryless, generating completely random point...

  • Article
  • Open Access
5 Citations
2,952 Views
23 Pages

16 March 2022

This paper follows up on a reference paper that inspired MDPI’s Topic “Stochastic Geomechanics: From Experimentation to Forward Modeling”, where global and local deformation effects on sand specimens are fully described from high re...

  • Article
  • Open Access
673 Views
32 Pages

27 June 2025

Scientifically and accurately assessing the interaction between changes in human activity intensity and the surrounding ecological environment along the Qinghai–Tibet Railway is of great significance for the optimized construction of the railwa...

  • Article
  • Open Access
18 Citations
5,156 Views
13 Pages

Implementation of a Parallel GPU-Based Space-Time Kriging Framework

  • Yueheng Zhang,
  • Xinqi Zheng,
  • Zhenhua Wang,
  • Gang Ai and
  • Qing Huang

In the study of spatiotemporal geographical phenomena, the space–time interpolation method is widely applied, and the demands for computing speed and accuracy are increasing. For nonprofessional modelers, utilizing the space–time interpol...

  • Article
  • Open Access
10 Citations
3,993 Views
13 Pages

5 August 2021

China has undergone rapid urban expansion in recent decades. At the same time, environmental pollution and its risk to public health have increased. However, the relationship between urban land-use changes and health is ambiguous and insufficiently u...

  • Article
  • Open Access
6 Citations
2,930 Views
15 Pages

23 October 2024

The construction of large-scale civil infrastructures requires massive spatiotemporal data to support the management and control of scheduling, quality control, and safety monitoring. Existing artificial-intelligence-based data processing algorithms...

  • Article
  • Open Access
1,315 Views
26 Pages

Anomaly Monitoring Model of Industrial Processes Based on Graph Similarity and Applications

  • Guoqing Du,
  • Mingyi Yang,
  • Zhigang Xu,
  • Junyi Wang,
  • Cheng Xie,
  • Yuan Lu and
  • Pengfei Yin

31 March 2025

Aiming at the strong spatio-temporal coupling relationship between data in the actual industrial production process, which leads to the problem of insufficient reliability and poor timeliness of traditional process anomaly monitoring methods, a time...

  • Article
  • Open Access
1 Citations
1,740 Views
16 Pages

26 March 2025

Land use changes under natural and anthropogenic driving factors have spatiotemporal ecological consequences, and these need to be identified to protect biodiversity and the robustness of ecosystems. While driving factor research has mainly focused o...

  • Review
  • Open Access
30 Citations
6,829 Views
33 Pages

13 January 2021

High-fidelity characterization and effective monitoring of spatial and spatiotemporal processes are crucial for high-performance quality control of many manufacturing processes and systems in the era of smart manufacturing. Although the recent develo...

  • Article
  • Open Access
3 Citations
2,712 Views
24 Pages

A Study on a Spatiotemporal Entity-Based Event Data Model

  • Mingming Wang,
  • Jiangshui Zhang,
  • Yibing Cao,
  • Shenghui Li and
  • Minjie Chen

An event is an important medium for recording, expressing, and understanding the real world. Additionally, a data model can provide a digital and structured description method for the real world. Therefore, studying event data models is highly import...

  • Article
  • Open Access
3 Citations
2,002 Views
18 Pages

PoSDMS: A Mining System for Oceanic Dynamics with Time Series of Raster-Formatted Datasets

  • Lianwei Li,
  • Cunjin Xue,
  • Yangfeng Xu,
  • Chengbin Wu and
  • Chaoran Niu

22 June 2022

Many effective and advanced methods have been developed to explore oceanic dynamics using time series of raster-formatted datasets; however, they have generally been designed at a scale suitable for data observation and used independently of each oth...

  • Article
  • Open Access
4 Citations
2,171 Views
23 Pages

3 June 2023

Agricultural sustainability is crucial for ensuring food security, promoting economic development, maintaining ecological balance, and achieving sustainable development goals. In this study, based on relevant theories of agricultural sustainability,...

  • Article
  • Open Access
5 Citations
3,857 Views
23 Pages

Social media is increasingly being used to obtain timely flood information to assist flood disaster management and situational awareness. However, since data in social media are massive, redundant, and unstructured, it is tricky to intuitively and cl...

  • Article
  • Open Access
2 Citations
2,349 Views
19 Pages

Spatio-Temporal Wind Speed Prediction Based on Improved Residual Shrinkage Network

  • Xinhao Liang,
  • Feihu Hu,
  • Xin Li,
  • Lin Zhang,
  • Hui Cao and
  • Haiming Li

28 March 2023

Considering the massive influx of new energy into the power system, accurate wind speed prediction is of great importance to its stability. Due to the influence of sensor accuracy and harsh natural environments, there is inevitable noise interference...

  • Article
  • Open Access
945 Views
23 Pages

6 August 2025

Multivariate space–time datasets are often collected at discrete, regularly monitored time intervals and are typically treated as components of time series in environmental science and other applied fields. To effectively characterize such data...

  • Article
  • Open Access
5 Citations
2,260 Views
26 Pages

19 May 2024

We present a novel statistical methodology for analyzing shifts in spatio-temporal fire occurrence patterns within the Brazilian Pantanal, utilizing remote sensing data. Our approach employs a Log-Gaussian Cox Process to model the spatiotemporal dyna...

  • Article
  • Open Access
6 Citations
1,914 Views
29 Pages

22 July 2025

Under the continuous disturbance of ecosystems driven by urbanization, landscape fragmentation and the disruption of ecological processes and functions are key challenges in optimizing ecological networks (EN). This study aims to examine the spatiote...

  • Article
  • Open Access
3 Citations
2,668 Views
20 Pages

3 December 2022

The theory of the optimal formation of coherent and incoherent images is developed using the foundations of the statistical theory of optimization of radio engineering information-measuring systems. The main operations necessary for synthesizing opti...

  • Article
  • Open Access
27 Citations
5,666 Views
20 Pages

Remotely Sensed Data Fusion for Spatiotemporal Geostatistical Analysis of Forest Fire Hazard

  • Stavros Sakellariou,
  • Pedro Cabral,
  • Mário Caetano,
  • Filiberto Pla,
  • Marco Painho,
  • Olga Christopoulou,
  • Athanassios Sfougaris,
  • Nicolas Dalezios and
  • Christos Vasilakos

3 September 2020

Forest fires are a natural phenomenon which might have severe implications on natural and anthropogenic ecosystems. Future projections predict that, under a climate change environment, the fire season would be lengthier with higher levels of droughts...

  • Article
  • Open Access
11 Citations
4,157 Views
20 Pages

Spatiotemporal Dynamics of Nitrogen Transport in the Qiandao Lake Basin, a Large Hilly Monsoon Basin of Southeastern China

  • Dongqiang Chen,
  • Hengpeng Li,
  • Wangshou Zhang,
  • Steven G. Pueppke,
  • Jiaping Pang and
  • Yaqin Diao

9 April 2020

The Qiandao Lake Basin (QLB), which occupies low hilly terrain in the monsoon region of southeastern China, is facing serious environmental challenges due to human activities and climate change. Here, we investigated source attribution, transport pro...

  • Article
  • Open Access
2 Citations
3,768 Views
21 Pages

The widespread availability of tools to collect and share spatial data enables us to produce a large amount of geographic information on a daily basis. This enormous production of spatial data requires scalable data management systems. Geospatial arc...

  • Article
  • Open Access
6 Citations
2,134 Views
18 Pages

19 June 2024

High-density polyethylene (HDPE) pipes are widely used for urban natural gas transportation. Pipes are usually welded using the technique of thermal butt fusion, which is prone to manufacturing defects that are detrimental to safe operation. This pap...

  • Article
  • Open Access
31 Citations
2,660 Views
17 Pages

27 June 2021

The residential sector has become the second largest energy consumer in China. Urban residential energy consumption (URE) in China is growing rapidly in the process of urbanization. This paper aims to reveal the spatiotemporal dynamic evolution and i...

  • Article
  • Open Access
84 Citations
7,788 Views
16 Pages

27 January 2019

Robotic manipulators have to constantly deal with the complex task of detecting whether a grasp is stable or, in contrast, whether the grasped object is slipping. Recognising the type of slippage—translational, rotational—and its directio...

  • Article
  • Open Access
3 Citations
2,927 Views
21 Pages

Projected Spatiotemporal Evolution of Urban Form Using the SLEUTH Model with Urban Master Plan Scenarios

  • Yuhan Liu,
  • Caiyan Wu,
  • Jiong Wu,
  • Yangcen Zhang,
  • Xing Bi,
  • Meng Wang,
  • Enrong Yan,
  • Conghe Song and
  • Junxiang Li

14 January 2025

Urban growth, a pivotal characteristic of economic development, brings many environmental and ecological challenges. Modeling urban growth is essential for understanding its spatial dynamics and projecting future trends, providing insights for effect...

  • Article
  • Open Access
3 Citations
8,118 Views
27 Pages

20 October 2022

Governments are continuously developing strategies for policy implementation toward water resource protection. However, little is known about the practical application of such plans to test their effectiveness in policy practice. This study focused o...

  • Article
  • Open Access
11 Citations
7,688 Views
19 Pages

An Environmental Monitoring System for Managing Spatiotemporal Sensor Data over Sensor Networks

  • Su Wook Ha,
  • Yang Koo Lee,
  • Thi Hong Nhan Vu,
  • Young Jin Jung and
  • Keun Ho Ryu

27 March 2012

In a wireless sensor network, sensors collect data about natural phenomena and transmit them to a server in real-time. Many studies have been conducted focusing on the processing of continuous queries in an approximate form. However, this approach is...

  • Article
  • Open Access
5 Citations
2,526 Views
16 Pages

10 February 2023

This paper, taking a typical agricultural village in China as an example, explored the evolution process and characteristics of rural population flows, capital flows and information flows since the reform and opening up in 1978, using a social survey...

  • Article
  • Open Access
9 Citations
4,394 Views
22 Pages

17 March 2020

The study aimed to generate informative data on solar radiation in order to establish sustainable solar energy that will support domestic needs and agricultural production and processing industries in Jubek State, South Sudan. Solar radiation intensi...

  • Article
  • Open Access
13 Citations
5,227 Views
17 Pages

High-Resolution PV Forecasting from Imperfect Data: A Graph-Based Solution

  • Rafael E. Carrillo,
  • Martin Leblanc,
  • Baptiste Schubnel,
  • Renaud Langou,
  • Cyril Topfel and
  • Pierre-Jean Alet

3 November 2020

Operating power systems with large amounts of renewables requires predicting future photovoltaic (PV) production with fine temporal and spatial resolution. State-of-the-art techniques combine numerical weather predictions with statistical post-proces...

  • Article
  • Open Access
11 Citations
5,130 Views
15 Pages

5 May 2016

Most studies of input data used in hydrological models have focused on flow; however, point discharge data negligibly reflect deviations in spatial input data. To study the effects of different input data sources on hydrological processes at the catc...

  • Article
  • Open Access
3 Citations
1,819 Views
22 Pages

Insights into the Process of Fish Diversity Pattern Changes and the Current Status of Spatiotemporal Dynamics in the Three Gorges Reservoir Area Using eDNA

  • Jiaxin Huang,
  • Yufeng Zhang,
  • Xiaohan Dong,
  • Xinxin Zhou,
  • Zhihao Liu,
  • Qiliang Chen,
  • Fan Chen and
  • Yanjun Shen

18 June 2025

The ecological consequences of the construction and operation of the Three Gorges Reservoir, particularly its unique operation strategy of storing clear water and releasing turbid water, exerts a profound influence on the composition and dynamics of...

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