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  • Article
  • Open Access
13 Citations
2,661 Views
24 Pages

Facies-Constrained Kriging Interpolation Method for Parameter Modeling

  • Zhenbo Nie,
  • Bo Feng,
  • Huazhong Wang,
  • Chengliang Wu,
  • Rongwei Xu and
  • Chao Ning

30 December 2024

In seismic exploration, establishing a reliable parameter model (such as velocity, density, impedance) is crucial for seismic migration imaging and reservoir characterization. The interpolation of well data to obtain a complete spatial model is an im...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
9 Citations
3,259 Views
18 Pages

Dispersion Curve Interpolation Based on Kriging Method

  • Han Zhang,
  • You Tian and
  • Pengfei Zhao

16 February 2023

Volcanic eruptions significantly impact human life. However, real-time high-precision imaging in this context still has limitations. Spatial–temporal interpolation can replace real-time data imaging, in order to obtain the state of a given volc...

(This article belongs to the Section Earth Sciences)
  • Communication
  • Open Access
13 Citations
3,088 Views
10 Pages

28 June 2024

This paper presents a Kriging interpolation method for constructing a database of atmospheric refractivity in Korea. To collect as much data as possible for the interpolation, meteorological data from 120 regions of Korea, including both land and sea...

  • Article
  • Open Access
20 Citations
4,906 Views
14 Pages

Kriging Interpolation in Modelling Tropospheric Wet Delay

  • Hongyang Ma,
  • Qile Zhao,
  • Sandra Verhagen,
  • Dimitrios Psychas and
  • Han Dun

20 October 2020

This contribution implements the Kriging interpolation in predicting the tropospheric wet delays using global navigation satellite system networks. The predicted tropospheric delays can be used in strengthening the precise point positioning models an...

  • Article
  • Open Access
12 Citations
3,834 Views
21 Pages

Super-Resolution Reconstruction of Depth Image Based on Kriging Interpolation

  • Tingsheng Huang,
  • Xinjian Wang,
  • Chunyang Wang,
  • Xuelian Liu and
  • Yanqing Yu

15 March 2023

The super-resolution of depth images is a research hotspot. In this study, the classical Kriging algorithm is applied to the spatial interpolation of depth images, together with the fractional-order differential method for edge recognition, to realis...

(This article belongs to the Special Issue Recent Advances in Image Processing)
  • Article
  • Open Access
10 Citations
4,675 Views
16 Pages

An Adaptive Moving Window Kriging Based on K-Means Clustering for Spatial Interpolation

  • Nattakan Supajaidee,
  • Nawinda Chutsagulprom and
  • Sompop Moonchai

29 January 2024

Ordinary kriging (OK) is a popular interpolation method for its ability to simultaneously minimize error variance and deliver statistically optimal and unbiased predictions. In this work, the adaptive moving window kriging with K-means clustering (AM...

(This article belongs to the Section Algorithms for Multidisciplinary Applications)
  • Article
  • Open Access
8 Citations
3,820 Views
12 Pages

Estimating CPT Parameters at Unsampled Locations Based on Kriging Interpolation Method

  • Jinhao Liu,
  • Jinming Liu,
  • Zhongwei Li,
  • Xiaoyu Hou and
  • Guoliang Dai

29 November 2021

The cone penetrometer test (CPT) has been widely used in geotechnical investigations. However, how to use the limited CPT data to reasonably predict the soil parameters of the unsampled regions remains a challenge. In the present study, we adopted th...

(This article belongs to the Special Issue Recent Progress on Advanced Foundation Engineering)
  • Article
  • Open Access
7 Citations
3,104 Views
17 Pages

Subsurface Geological Profile Interpolation Using a Fractional Kriging Method Enhanced by Random Forest Regression

  • Qile Ding,
  • Yiren Wang,
  • Yu Zheng,
  • Fengyang Wang,
  • Shudong Zhou,
  • Donghui Pan,
  • Yuchun Xiong and
  • Yi Zhang

Analyzing geological profiles is of great importance for various applications such as natural resource management, environmental assessment, and mining engineering projects. This study presents a novel geostatistical approach for subsurface geologica...

(This article belongs to the Section Engineering)
  • Article
  • Open Access
44 Citations
7,003 Views
16 Pages

Spatial Modelling and Prediction Assessment of Soil Iron Using Kriging Interpolation with pH as Auxiliary Information

  • Panagiotis Tziachris,
  • Eirini Metaxa,
  • Frantzis Papadopoulos and
  • Maria Papadopoulou

In this study, different interpolation techniques are presented, assessed, and compared for the estimation of soil iron (Fe) contents in locations where observations were not available. Initially, 400 soil samples from the Kozani area, which is near...

  • Article
  • Open Access
5 Citations
1,337 Views
19 Pages

30 July 2025

To accurately estimate Zenith Tropospheric Delay (ZTD) for high-precision positioning of the Global Navigation Satellite System (GNSS), this study proposes a modeling method of ZTD based on the UNB3m model and Kriging spatial interpolation, in which...

(This article belongs to the Special Issue GNSS Remote Sensing in Atmosphere and Environment (2nd Edition))
  • Article
  • Open Access
134 Citations
13,813 Views
16 Pages

5 January 2016

Filtering is one of the core post-processing steps for airborne LiDAR point cloud. In recent years, the morphology-based filtering algorithms have proven to be a powerful and efficient tool for filtering airborne LiDAR point cloud. However, most trad...

  • Article
  • Open Access
12 Citations
4,644 Views
23 Pages

Co-Kriging-Guided Interpolation for Mapping Forest Aboveground Biomass by Integrating Global Ecosystem Dynamics Investigation and Sentinel-2 Data

  • Yingchen Wang,
  • Hongtao Wang,
  • Cheng Wang,
  • Shuting Zhang,
  • Rongxi Wang,
  • Shaohui Wang and
  • Jingjing Duan

9 August 2024

Mapping wall-to-wall forest aboveground biomass (AGB) at large scales is critical for understanding global climate change and the carbon cycle. In previous studies, a regression-based method was commonly used to map the spatially continuous distribut...

(This article belongs to the Special Issue Remote Sensing and Lidar Data for Forest Monitoring)
  • Article
  • Open Access
323 Views
40 Pages

9 September 2026

The progressive development of 3D subsurface geotechnical maps requires integrating site-based voxel models produced from neighboring engineering-geological investigations, but directly joining separately interpolated classified voxel models can prod...

(This article belongs to the Section Building Structures)
  • Article
  • Open Access
8 Citations
3,346 Views
18 Pages

4 August 2022

With the availability of satellite carrier-phase delay corrections provided by a reference network or the International GNSS Service (IGS), the integer ambiguity resolution for a single receiver can be successfully achieved, which is the so-called PP...

(This article belongs to the Special Issue Advancement of GNSS Signal Processing and Navigation)
  • Article
  • Open Access
9 Citations
3,572 Views
18 Pages

8 April 2024

In order to determine the distribution area and amount of Artemisia annua Linn. (A. annua) in China, this study estimated the current amount of A. annua specimens based on the field survey sample data obtained from the Fourth National Census of Chine...

(This article belongs to the Section Plant Ecology)
  • Article
  • Open Access
53 Citations
6,217 Views
18 Pages

16 November 2017

The growing trend of wind generation in power systems and its uncertain nature have recently highlighted the importance of wind power prediction. In this paper a new wind power prediction approach is proposed which includes an improved version of Kri...

(This article belongs to the Special Issue Wind Energy, Load and Price Forecasting towards Sustainability)
  • Article
  • Open Access
43 Citations
7,783 Views
19 Pages

An Extended Kriging Method to Interpolate Near-Surface Soil Moisture Data Measured by Wireless Sensor Networks

  • Jialin Zhang,
  • Xiuhong Li,
  • Rongjin Yang,
  • Qiang Liu,
  • Long Zhao and
  • Baocheng Dou

15 June 2017

In the practice of interpolating near-surface soil moisture measured by a wireless sensor network (WSN) grid, traditional Kriging methods with auxiliary variables, such as Co-kriging and Kriging with external drift (KED), cannot achieve satisfactory...

(This article belongs to the Special Issue Sensors and Smart Sensing of Agricultural Land Systems)
  • Article
  • Open Access
30 Citations
6,306 Views
23 Pages

In relation to 3D bathymetric modelling, this article aims to analyze the performance of Kriging approaches in dependence of the location and density of the measured depth points. The experiments were carried out on a multi-beam sonar (MBS) dataset t...

  • Article
  • Open Access
68 Citations
8,990 Views
17 Pages

28 August 2015

The main approach for a Wi-Fi indoor positioning system is based on the received signal strength (RSS) measurements, and the fingerprinting method is utilized to determine the user position by matching the RSS values with the pre-surveyed RSS databas...

(This article belongs to the Special Issue Sensors for Indoor Mapping and Navigation)
  • Article
  • Open Access
18 Citations
3,786 Views
22 Pages

Ordinary Kriging Interpolation Method Combined with FEM for Arch Dam Deformation Field Estimation

  • Chenfei Shao,
  • Yanxin Xu,
  • Huixiang Chen,
  • Sen Zheng and
  • Xiangnan Qin

22 February 2023

The deformation characteristic of the arch dam can directly reflect its service performance, which can be analyzed on the basis of the dam deformation field. However, restricted by the limited number of dam monitoring points and the inhomogeneity of...

(This article belongs to the Special Issue Mathematical Modeling and Numerical Analysis for Applied Sciences)
  • Article
  • Open Access
56 Citations
8,462 Views
28 Pages

12 September 2024

No single spatial interpolation method reigns supreme for modelling the precise spatial distribution of groundwater quality data. This study addresses this challenge by evaluating and comparing several commonly used geostatistical methods: Local Poly...

(This article belongs to the Special Issue Water, Geohazards, and Artificial Intelligence, 2nd Edition)
  • Article
  • Open Access
18 Citations
7,780 Views
22 Pages

In some digital Earth engineering applications, spatial interpolation algorithms are required to process and analyze large amounts of data. Due to its powerful computing capacity, heterogeneous computing has been used in many applications for data pr...

  • Article
  • Open Access
1 Citations
1,207 Views
24 Pages

12 March 2026

Urban air quality assessment increasingly relies on spatial interpolation to complement fixed monitoring networks; however, the reliability of geostatistical methods depends strongly on temporal conditions and pollutant characteristics. Despite exten...

  • Article
  • Open Access
44 Citations
6,110 Views
14 Pages

Soil pollution by metal(loid)s resulting from rapid economic development is a major concern. Accurately estimating the spatial distribution of soil metal(loid) pollution has great significance in preventing and controlling soil pollution. In this stu...

(This article belongs to the Special Issue Soil Pollution and Remediation)
  • Proceeding Paper
  • Open Access
2 Citations
2,903 Views
7 Pages

The comfort level of air temperature in a region is one of the influencing factors that affect tourists’ choice of tourism purpose. As a national red cultural mecca, the study of air temperature in Jiangxi Province can provide an important scie...

(This article belongs to the Proceedings of The 31st International Conference on Geoinformatics)
  • Article
  • Open Access
336 Citations
33,174 Views
29 Pages

Random Forest Spatial Interpolation

  • Aleksandar Sekulić,
  • Milan Kilibarda,
  • Gerard B.M. Heuvelink,
  • Mladen Nikolić and
  • Branislav Bajat

25 May 2020

For many decades, kriging and deterministic interpolation techniques, such as inverse distance weighting and nearest neighbour interpolation, have been the most popular spatial interpolation techniques. Kriging with external drift and regression krig...

(This article belongs to the Special Issue Machine Learning Methods for Environmental Monitoring)
  • Article
  • Open Access
1,498 Views
21 Pages

30 October 2025

The characterization of lithology within Quaternary aquifers holds significant geological importance for the protection, management, and utilization of groundwater resources, yet it continues to present considerable challenges. Indicator Kriging (IK)...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
8 Citations
3,778 Views
21 Pages

6 October 2022

Monitoring of ionospheric total electron content (TEC) was made possible with the help of satellite data, albeit in one dimension. However, ionospheric TEC maps can be produced from a collection of one-dimensional satellite data over a geographic are...

(This article belongs to the Special Issue Feature Papers in Upper Atmosphere)
  • Article
  • Open Access
6 Citations
3,606 Views
19 Pages

18 February 2021

Numerous studies have revealed that the sparse spatiotemporal distributions of ground-level PM2.5 measurements affect the accuracy of PM2.5 simulation, especially in large geographical regions. However, the high precision and stability of ground-leve...

(This article belongs to the Special Issue Air Pollution Estimation)
  • Article
  • Open Access
30 Citations
6,054 Views
23 Pages

Kriging with Unknown Variance Components for Regional Ionospheric Reconstruction

  • Ling Huang,
  • Hongping Zhang,
  • Peiliang Xu,
  • Jianghui Geng,
  • Cheng Wang and
  • Jingnan Liu

27 February 2017

Ionospheric delay effect is a critical issue that limits the accuracy of precise Global Navigation Satellite System (GNSS) positioning and navigation for single-frequency users, especially in mid- and low-latitude regions where variations in the iono...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
11 Citations
3,166 Views
17 Pages

24 August 2023

In view of the urgent need for high coverage and high-resolution atmospheric CO2 data in the study of carbon neutralization and global CO2 change research, this study combines the Kriging interpolation and the Triple Collision (TC) algorithm to fuse...

(This article belongs to the Special Issue Novel Techniques for Measuring Greenhouse Gases (2nd Edition))
  • Article
  • Open Access
25 Citations
5,730 Views
14 Pages

23 November 2018

The paper presents an optimized method of digital terrain model (DTM) estimation based on modified kriging interpolation. Many methods are used for digital terrain model creation; the most popular methods are: inverse distance weighing, nearest neigh...

  • Article
  • Open Access
14 Citations
5,649 Views
17 Pages

Ground-Level Particulate Matter (PM2.5) Concentration Mapping in the Central and South Zones of Peninsular Malaysia Using a Geostatistical Approach

  • Siti Hasliza Ahmad Rusmili,
  • Firdaus Mohamad Hamzah,
  • Lam Kuok Choy,
  • R. Azizah,
  • Lilis Sulistyorini,
  • Ririh Yudhastuti,
  • Khuliyah Chandraning Diyanah,
  • Retno Adriyani and
  • Mohd Talib Latif

21 November 2023

Fine particulate matter is one of the atmospheric contaminants that exist in the atmosphere. The purpose of this study is to evaluate spatial–temporal changes in PM2.5 concentrations in the central and south zones of Peninsular Malaysia from 20...

(This article belongs to the Special Issue Air Quality Modelling and Forecasting towards Sustainable Development)
  • Article
  • Open Access
18 Citations
4,860 Views
23 Pages

4 February 2025

This study introduces methods for generating fused precipitation data by applying radial basis function (RBF) interpolation, which integrates radar reflectivity-based data with ground-based precipitation gauge measurements. Rain gauges provide direct...

(This article belongs to the Special Issue Remote Sensing: 15th Anniversary)
  • Article
  • Open Access
15 Citations
2,982 Views
25 Pages

Optimizing Interpolation Methods and Point Distances for Accurate Earthquake Hazard Mapping

  • Sayyed Hadi Alavi,
  • Alireza Bahrami,
  • Mohammadreza Mashayekhi and
  • Mohammadreza Zolfaghari

Earthquake hazard mapping assesses and visualizes seismic hazards in a region using data from specific points. Conducting a seismic hazard analysis for each point is essential, while continuous assessment for all points is impractical. The practical...

  • Article
  • Open Access
10 Citations
4,175 Views
19 Pages

Interpolating Hydrologic Data Using Laplace Formulation

  • Tianle Xu,
  • Venkatesh Merwade and
  • Zhiquan Wang

2 August 2023

Spatial interpolation techniques play an important role in hydrology, as many point observations need to be interpolated to create continuous surfaces. Despite the availability of several tools and methods for interpolating data, not all of them work...

(This article belongs to the Section Earth Observation for Emergency Management)
  • Article
  • Open Access
2 Citations
4,122 Views
27 Pages

Importance of Weather Conditions in a Flight Corridor

  • Gong Chen,
  • Hartmut Fricke,
  • Ostap Okhrin and
  • Judith Rosenow

9 March 2022

Current research initiatives, such as the Single European Sky Air Traffic Management Research Program, call for an air traffic system with improved safety and efficiency records and environmental compatibility. The resulting multi-criteria system opt...

(This article belongs to the Section Data Science, Machine Learning and Artificial Intelligence)
  • Article
  • Open Access
4 Citations
4,245 Views
21 Pages

11 April 2023

Wireless sensor systems often fail to provide measurements with uniform time spacing. Measurements can be delayed or even miss completely. Resampling to uniform intervals is necessary to satisfy the requirements of subsequent signal processing. Commo...

(This article belongs to the Section Evolutionary Algorithms and Machine Learning)
  • Article
  • Open Access
560 Views
18 Pages

13 January 2026

With the continuous growth of the global population, cities worldwide face the challenge of limited surface land area, making the utilization of underground space increasingly important. The structural stability of underground tunnels is a critical c...

(This article belongs to the Special Issue Urban Underground Space Design: Structural Stability and Mechanics Analysis—2nd Edition)
  • Article
  • Open Access
1 Citations
379 Views
26 Pages

High-resolution spatiotemporal sea ice concentration (SIC) estimates are essential for Arctic navigation and ice analysis, but existing observational products are often too coarse, and physics-based models are computationally expensive. This study pr...

(This article belongs to the Special Issue AI-Driven Optimization of Ship Performance and Navigation Safety)
  • Article
  • Open Access
6 Citations
5,181 Views
15 Pages

18 March 2019

Coal seam thickness prediction is crucial in coal mine design and coal mining. In order to improve the prediction accuracy, an improved Kriging interpolation method on the basis of efficient data and Radial Basis Function (RBF-Kriging) is firstly pro...

  • Article
  • Open Access
30 Citations
4,607 Views
28 Pages

Comparative Analysis of Selected Geostatistical Methods for Bottom Surface Modeling

  • Patryk Biernacik,
  • Witold Kazimierski and
  • Marta Włodarczyk-Sielicka

13 April 2023

Digital bottom models are commonly used in many fields of human activity, such as navigation, harbor and offshore technologies, or environmental studies. In many cases, they are the basis for further analysis. They are prepared based on bathymetric m...

(This article belongs to the Special Issue Advanced Sensor Applications in Marine Objects Recognition)
  • Article
  • Open Access
8 Citations
4,352 Views
22 Pages

8 December 2020

The glacier retreat observed during the last decades at Potter Cove (PC) causes an increasing amount of suspended particulate matter (SPM) in the water column, which has a high impact on sessile filter feeder’ species at PC located at the West...

  • Feature Paper
  • Article
  • Open Access
3,394 Views
24 Pages

10 February 2025

This study investigates a range of precipitation interpolation techniques with the objective of generating high-resolution gridded daily precipitation datasets for the Greek region. The study utilizes a comprehensive station dataset, incorporating ge...

(This article belongs to the Special Issue Advances in the Measurement, Utility and Evaluation of Precipitation Observations)
  • Article
  • Open Access
20 Citations
13,209 Views
19 Pages

25 September 2008

Wireless communication networks offer subscribers the possibilities of free mobility and access to information anywhere at any time. Therefore, electromagnetic coverage calculations are important for wireless mobile communication systems, especially...

  • Article
  • Open Access
7 Citations
3,253 Views
23 Pages

Comparative Study on Different Interpolation Methods and Source Analysis of Soil Toxic Element Pollution in Cangxi County, Guangyuan City, China

  • Jiajun Zhang,
  • Junsheng Peng,
  • Xingyi Chen,
  • Xinyi Shi,
  • Ziwei Feng,
  • Yichen Meng,
  • Wende Chen and
  • Yingping Liu

24 April 2024

Spatial interpolation is a crucial aspect of soil toxic element pollution research, serving as a vital foundation for pollution assessment, treatment, and sustainability efforts. The selection and adjustment of interpolation methods directly influenc...

(This article belongs to the Special Issue Agricultural Soil Pollution by Heavy Metals)
  • Article
  • Open Access
32 Citations
10,097 Views
23 Pages

Groundwater Quality Monitoring Using In-Situ Measurements and Hybrid Machine Learning with Empirical Bayesian Kriging Interpolation Method

  • Delia B. Senoro,
  • Kevin Lawrence M. de Jesus,
  • Leonel C. Mendoza,
  • Enya Marie D. Apostol,
  • Katherine S. Escalona and
  • Eduardo B. Chan

23 December 2021

This article discusses the assessment of groundwater quality using a hybrid technique that would aid in the convenience of groundwater (GW) quality monitoring. Twenty eight (28) GW samples representing 62 barangays in Calapan City, Oriental Mindoro,...

(This article belongs to the Special Issue Water Quality Modelling, Monitoring and Mitigation)
  • Article
  • Open Access
8 Citations
2,898 Views
16 Pages

5 December 2020

Geostatistical interpolation methods, sometimes referred to as kriging, have been proven effective and efficient for the estimation of target quantity at ungauged sites. The merit of the kriging approach relies heavily on the semivariograms in which...

(This article belongs to the Section E1: Mathematics and Computer Science)
  • Article
  • Open Access
16 Citations
6,110 Views
23 Pages

Comparison of Three Imputation Methods for Groundwater Level Timeseries

  • Mara Meggiorin,
  • Giulia Passadore,
  • Silvia Bertoldo,
  • Andrea Sottani and
  • Andrea Rinaldo

17 February 2023

This study compares three imputation methods applied to the field observations of hydraulic head in subsurface hydrology. Hydrogeological studies that analyze the timeseries of groundwater elevations often face issues with missing data that may misle...

(This article belongs to the Special Issue Data-Driven Approach Supporting Groundwater Resource Understanding, Protection and Management)
  • Article
  • Open Access
20 Citations
4,394 Views
18 Pages

Food security and cultivated land utilization can be seriously affected by heavy metal (HM) pollution of the soil. Therefore, identifying the pollution sources of farmland is the way to control soil pollution and enhance soil quality effectively. In...

(This article belongs to the Section Environmental Health)

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