Analysis and Implementation of Multidimensional Data Visualization Methods in Large-Scale Power Internet of Things
Published in International Conference on Broadband Communications, Networks and Systems (BroadNets), 2019
Summary: We implement and assess RadViz-t style visual analytics for high-dimensional data in large-scale power IoT scenarios.
Abstract
We adapt radial visualization techniques to meet the scalability and interpretability needs of power IoT telemetry. The system integrates dimensionality reduction, interactive layouts, and sampling strategies to maintain structure in millions of observations. Case studies demonstrate improved pattern discovery and operator workflow compared to conventional plots. 