2022
DOI: 10.21203/rs.3.rs-2114282/v1
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2060: Civilization, Energy, and Progression of Mankind on the Kardashev Scale

Abstract: Energy has been propelling the development of human civilization for millennia. Humanity presently stands at Type 0.7276 on the Kardashev Scale, which was proposed to quantify the relationship between energy consumption and the development of civilizations. Projecting the future energy consumption and estimating the change of its composition are critical in the context of civilization development. Here machine learning models, random forest (RF) and autoregressive integrated moving average (ARIMA), are used to… Show more

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“…During the human live history, energy play a crucial role in human development. Especially through the last few decades, humans are building their future depending on the various energy sources in different life aspects such as agriculture, industrial and economic [1]. The increasing consumption of fossil fuel such as coal, oil will lead to an increasing amount of greenhouse gases (GHG) such as methane and CO2 which are main causes of global warming as well as climate change [2].…”
Section: Introductionmentioning
confidence: 99%
“…During the human live history, energy play a crucial role in human development. Especially through the last few decades, humans are building their future depending on the various energy sources in different life aspects such as agriculture, industrial and economic [1]. The increasing consumption of fossil fuel such as coal, oil will lead to an increasing amount of greenhouse gases (GHG) such as methane and CO2 which are main causes of global warming as well as climate change [2].…”
Section: Introductionmentioning
confidence: 99%