Meta-learning applied to a multivariate single-step fusion model for greenhouse gas emission forecasting in Brazil DOI Creative Commons
Liriam Enamoto,

Andre R.A.S. Santos,

Li Weigang

и другие.

Journal of Water and Climate Change, Год журнала: 2024, Номер 15(8), С. 4016 - 4034

Опубликована: Июль 22, 2024

ABSTRACT Climate change, driven by greenhouse gas (GHG) emissions, causes extreme weather events, impacting ecosystems, biodiversity, population health, and the economy. Predicting GHG emissions is crucial for mitigating these impacts planning sustainable policies. This research proposes a novel machine learning model forecasting. Our model, Meta-Learning Applied to Multivariate Single-Step Fusion Model, utilizes historical from Brazil over past 60 years predict CO2 CH4 emissions. Additionally, employs unique combination of two techniques in time series forecasting: (i) each substance individually extracted trained based on specific decision task, then integrated into same feature space; (ii) allows learn prediction tasks, leading better generalization. was compared with state-of-the-art models using dataset. The results show that our approach reduces mean absolute percentage error 49.06% 95% confidence Transformer-based TST demonstrating its superior performance low estimated 0.01 kg CO2eq. Furthermore, model's flexibility it be adapted various environmental studies general

Язык: Английский

Challenges to the low carbon energy transition: A systematic literature review and research agenda DOI Creative Commons
Mahyar Kamali Saraji, Dalia Štreimikienė

Energy Strategy Reviews, Год журнала: 2023, Номер 49, С. 101163 - 101163

Опубликована: Авг. 19, 2023

Many challenges should be tackled in transitioning to a low-carbon energy system, motivating many researchers study these challenges. In this context, the present aims identify through systematic literature review of studies published between 2006 and 2023 propose comprehensive framework To end, PICOC was applied set research scope properly; an integrated method called PSALSAR protocol used find, evaluate, publications Scopus Web Science. As result, 123 articles were reviewed, seventeen identified classified into five social, economic, environmental, technical, institutional Results indicated that international agreements on climate change could boost number transition. Also, it is qualitative methods more earlier studies, topics have become profound over years.

Язык: Английский

Процитировано

67

Mitigating energy poverty: A panel analysis of energy policy interventions in emerging economies of the asia-pacific region DOI
Shahadat Hosan, Kanchan Kumar Sen,

Md. Matiar Rahman

и другие.

Energy, Год журнала: 2024, Номер 291, С. 130367 - 130367

Опубликована: Янв. 21, 2024

Язык: Английский

Процитировано

19

Spatial spillover effects and driving mechanisms of carbon emission reduction in new energy demonstration cities DOI
Xinru Wang, Ruyin Long, Qingqing Sun

и другие.

Applied Energy, Год журнала: 2023, Номер 357, С. 122457 - 122457

Опубликована: Дек. 14, 2023

Язык: Английский

Процитировано

32

What is green finance, after all? – Exploring definitions and their implications under the Brazilian biofuel policy (RenovaBio) DOI Open Access
Lira Luz Benites Lázaro,

C.S. Grangeia,

Luan Santos

и другие.

Journal of Climate Finance, Год журнала: 2023, Номер 2, С. 100009 - 100009

Опубликована: Март 1, 2023

Язык: Английский

Процитировано

30

The energy quadrilemma challenges - Insights from the decentralized energy transition in Brazil DOI
Lira Luz Benites Lázaro, Raiana Schirmer Soares

Energy Research & Social Science, Год журнала: 2024, Номер 113, С. 103533 - 103533

Опубликована: Апрель 3, 2024

Язык: Английский

Процитировано

10

Large-scale green grabbing for wind and solar photovoltaic development in Brazil DOI
Michael Klingler, Nadia Ameli, Jamie Rickman

и другие.

Nature Sustainability, Год журнала: 2024, Номер 7(6), С. 747 - 757

Опубликована: Май 13, 2024

Язык: Английский

Процитировано

9

The Impact of Renewable Energy Development on Regional Carbon Emission Reduction: Based on the Spatio-Temporal Analysis of 30 Provinces in China DOI
Chuang Li,

Xiaofan Yang,

Liping Wang

и другие.

Environmental Management, Год журнала: 2024, Номер 74(3), С. 439 - 460

Опубликована: Июнь 12, 2024

Язык: Английский

Процитировано

8

Exploring the impact of sustainable finance on carbon emissions: Policy implications and interactions with low-carbon energy transition from China DOI
Wei Zhang, Jie Han, Shiyi Kuang

и другие.

Resources Policy, Год журнала: 2024, Номер 97, С. 105272 - 105272

Опубликована: Авг. 25, 2024

Язык: Английский

Процитировано

8

Clarifying the nexus between Trade Policy Uncertainty, Economic Policy Uncertainty, FDI and Renewable Energy Demand DOI Creative Commons

Md. Qamruzzaman

International Journal of Energy Economics and Policy, Год журнала: 2024, Номер 14(2), С. 367 - 382

Опубликована: Март 15, 2024

: As the world becomes increasingly aware of need to shift towards sustainable energy sources, China and United States are two global superpowers leading this transition. With growing populations increasing demand for energy, these countries have recognized importance renewable in meeting their needs while reducing carbon emissions. The motivation study is evaluate impact trade policy uncertainty on renewal demean USA period 2000-2021 by employing linear nonlinear assessment. test statistics derived through cointegration following Bayer-Hancked Makki's established a long-run tie empirical equation. Moreover, linkage was revealed with symmetry asymmetry investigation. Referring coefficients assessment, that uncertainties detrimental role clean long- short-run asymmetric association between REC has been documented execution standard weld null symmetry. directional causality unidirectional [TPU<- ->REC], bidirectional economic [EPU<- ->REC].

Язык: Английский

Процитировано

7

Financial openness and energy structure transformation DOI Creative Commons

Xianjun Jia,

Wenjing Xu,

Kaiyue Wang

и другие.

Frontiers in Environmental Science, Год журнала: 2024, Номер 11

Опубликована: Янв. 8, 2024

Energy structure transformation is the only way for China to achieve “dual carbon” goal, and one of difficulties faced by energy financing. In context China’s steadily promoting high-level opening-up financial industry, this paper uses panel data provincial level from 2010 2019 systematically examine impact on structure. The results show that: 1) Financial openness has a significant positive transition; 2) different stages transformation, as main driving force in initial stage government’s policy support, with continuous maturity gradually increases; 3) With levels economic development, effect also different. lower development is, stronger due lack financing channels. This provides theoretical basis rich implications industry open up at high level.

Язык: Английский

Процитировано

6