Principal Component Analysis Visualization and State Discovery with Soil Data

M Sirola, M Koskinen, T Polvinen… - 2023 IEEE 12th …, 2023 - ieeexplore.ieee.org
Data exploration helps to gain understanding of the dataset and the system itself. There are
methodologies to handle large number of sensors as well. In this paper operational states …

Tracing State Structure for Ecological Processes in Soil Including Greenhouse Gas Exchange with Lower Atmosphere

M Sirola, M Koskinen, T Polvinen, M Pihlatie - Sensors, 2024 - mdpi.com
Exploring data aids in the comprehension of the dataset and the system's essence. Various
approaches exist for managing numerous sensors. This study perceives operational states …