Global Warming OR Not?

Recent years have seen rising Earth's temperatures and a shrinking Antarctic land area. Studying factors affecting global warming and finding solutions to slow it is crucial. Using the Pettitt mutation point detection method, we examined March temperatures over the past decade and identified a significant change in March 2015. Predictive models (ARIMA and LSTM) forecast similar future temperatures, with the LSTM model showing slightly higher accuracy. Gray correlation and multiple linear regression analyses identified CO2 as the primary factor influencing global temperatures. Reducing CO2 emissions is essential to curb global warming.

Authors

Publication Details

Journal
Frontiers of Engineering and Scientific Research
Published
2024-10-16
DOI
https://doi.org/10.56028/fesr.2.4.1.2024
Primary Topic
Cryospheric studies and observations
Type
article
Field-Weighted Citation Impact
0.00
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article

Global Warming OR Not?

H. Tu
Frontiers of Engineering and Scientific Research
Cryospheric studies and observations
article

Global Warming OR Not?

H. Tu
article en

Abstract

Recent years have seen rising Earth's temperatures and a shrinking Antarctic land area. Studying factors affecting global warming and finding solutions to slow it is crucial. Using the Pettitt mutation point detection method, we examined March temperatures over the past decade and identified a significant change in March 2015. Predictive models (ARIMA and LSTM) forecast similar future temperatures, with the LSTM model showing slightly higher accuracy. Gray correlation and multiple linear regression analyses identified CO2 as the primary factor influencing global temperatures. Reducing CO2 emissions is essential to curb global warming.

Frontiers of Engineering and Scientific ResearchVol. 4(2)
Openalex Percentile: Top 78%
Cryospheric studies and observations
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Global Warming OR Not? — H. Tu · Frontiers of Engineering and Scientific Research (2024) | TGRS Research Map | TGRS