Research on quality control methods for surface temperature observations via spatial correlation analysis

X Xiong, Z Jiang, H Tang, Y Zhang… - International Journal of …, 2022 - Wiley Online Library
This article proposed a new quality control method (CS‐MSF) to identify potential outliers in
the surface temperature observations. The CS‐MSF method employed cosine similarity and …

Big Data analytics for prediction: parallel processing of the big learning base with the possibility of improving the final result of the prediction

L Djafri, D Amar Bensaber, R Adjoudj - Information Discovery and …, 2018 - emerald.com
Purpose This paper aims to solve the problems of big data analytics for prediction including
volume, veracity and velocity by improving the prediction result to an acceptable level and in …

Trends in the Air Temperature: A Practical Approach for Auto‐and Cross‐Correlation Analysis

MDN da Costa, AA Brito, APN de Castro… - Advances in …, 2024 - Wiley Online Library
We study the air temperature with 10 years of hourly measured in 12 automatic weather
stations, located in the State of Bahia (Brazil), considering mainly its auto‐and cross …

Comparison of Machine‐Learning Algorithms for Near‐Surface Air‐Temperature Estimation from FY‐4A AGRI Data

K Zhou, H Liu, X Deng, H Wang… - Advances in …, 2020 - Wiley Online Library
Six machine‐learning approaches, including multivariate linear regression (MLR), gradient
boosting decision tree, k‐nearest neighbors, random forest, extreme gradient boosting …

A quality control method based on an improved kernel regression algorithm for surface air temperature observations

X Ye, Y Kan, X Xiong, Y Zhang… - Advances in …, 2020 - Wiley Online Library
An improved kernel regression (IKR) method based on an adaptive algorithm and particle
swarm optimization is proposed. Considering the limitations of current quality control …

Geospatial Practices for Airpollution and Meteorological Monitoring, Prediction, and Forecasting

S Tikle, V Anand, S Das - Geospatial Practices in Natural Resources …, 2024 - Springer
Air pollution and meteorological monitoring are an integral part of the mitigation strategies
that need to be adopted for curbing air pollution. Geospatial techniques are used to integrate …