Litcius/Paper detail

Exploring the Fusion Potentials of Data Visualization and Data Analytics in the Process of Mining Digitalization

Ruiyu Liang, Chaoran Huang, Chengguo Zhang, Binghao Li, Serkan Saydam, Ismet Canbulat

2023IEEE Access33 citationsDOIOpen Access PDF

Abstract

Mining digitalisation have been receiving significant attention due to the utilisation of advanced technologies, such as IoT, automation, and sensing. However, maximising the potential value of collected data in the mining industry remains a challenge. Therefore, this paper aims to review timely concern topics to facilitate the fusion implementation in mining engineering. Specifically, this review covers recent popular topics, such as, data visualisation, data management, data analytics, data fusion, visual analytics, and mining digital twin construction. In this paper, we aim to draw a comprehensive picture about the fusion of data visualisation and analytics in the big data context, by examining the recent academic research related to these topics. Therefore, this paper reviews the visualisation domain by conventional classification, including scientific visualisation, information visualisation, and visual analytics, associated with the analysis of current digital twin development. Next, according to the challenges and issues related to visualisation development, this paper reviews the data management and data analytics domains as well. Incorporating with the fusion concept, machine learning-oriented fusion applications and potential scenarios in the mining industry have been discussed. In addition, based on the observation across various domains, this paper presents challenges and future potentials of data fusion in mining.

Topics & Concepts

VisualizationComputer scienceData scienceVisual analyticsAnalyticsBig dataData visualizationContext (archaeology)Sensor fusionProcess (computing)Data analysisDomain (mathematical analysis)Data miningArtificial intelligenceMathematical analysisPaleontologyOperating systemBiologyMathematicsDigital Transformation in IndustryBig Data and Business IntelligenceAdvanced X-ray and CT Imaging