Monthly climate prediction using deep convolutional neural network and long short-term memory

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: July 31, 2024

Climate change affects plant growth, food production, ecosystems, sustainable socio-economic development, and human health. The different artificial intelligence models are proposed to simulate climate parameters of Jinan city in China, include neural network (ANN), recurrent NN (RNN), long short-term memory (LSTM), deep convolutional (CNN), CNN-LSTM. These used forecast six climatic factors on a monthly ahead. data for 72 years (1 January 1951–31 December 2022) this study average atmospheric temperature, extreme minimum maximum precipitation, relative humidity, sunlight hours. time series 12 month delayed as input signals the models. efficiency examined utilizing diverse evaluation criteria namely mean absolute error, root square error (RMSE), correlation coefficient (R). modeling result inherits that hybrid CNN-LSTM model achieves greater accuracy than other compared significantly reduces forecasting one step For instance, RMSE values ANN, RNN, LSTM, CNN, temperature stage 2.0669, 1.4416, 1.3482, 0.8015 0.6292 °C, respectively. findings simulations shows potential improve forecasting. prediction will contribute meteorological disaster prevention reduction, well flood control drought resistance.

Language: Английский

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Multi-objective ecological restoration priority in China: Cost-benefit optimization in different ecological performance regimes based on planetary boundaries

Journal of Environmental Management, Journal Year: 2024, Volume and Issue: 356, P. 120701 - 120701

Published: March 26, 2024

Language: Английский

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Investigating Vulnerability, Adaptation, and Resilience: A Comprehensive Review within the Context of Climate Change

Atmosphere, Journal Year: 2024, Volume and Issue: 15(4), P. 474 - 474

Published: April 11, 2024

This review seeks to enhance the understanding of critical concepts vulnerability, adaptation, and resilience within context global environmental challenges, with a particular focus on climate change. Climate change is characterized by rising temperatures an increase in extreme weather events, making comprehension addressing these crucial for effective adaptation strategies. Despite widespread recognition interconnectedness resilience, there remains gap comprehensive how interrelate. Through synthesizing existing literature, this provides detailed examination their definitions interrelationships among climate-related disasters. Additionally, it explores impact future disaster risk reduction efforts analyzing nexus between reduction. Key findings highlight necessity incorporating social, institutional, economic, factors into planning call innovative approaches boost adaptive capacity resilience. not only furthers discourse research, policy, practice vital area but also offers strategic insights developing more resilient societies amidst challenges posed

Language: Английский

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Cities and Urbanization: Balancing the Environmental and Socioeconomic Dimensions of Sustainability

Advanced Sustainable Systems, Journal Year: 2024, Volume and Issue: 8(7)

Published: March 2, 2024

Abstract With an increasingly urbanized world, there is urgent need to examine how cities may evolve and achieve sustainability. This paper systematically looks at the Greater Bay Area (GBA) Poyang Lake Region (PLR) in China spatial processes for insights into urbanization, balancing environmental socio‐economic dimensions. A total of 226 805 cells are analyzed unveil relationship between sustainability changes 2015–2019 period urban form indicators, considering sociodemographic variables, geographical features, city size as control variables. Two tree‐based machine learning models (Random Forest XGBoost) developed. study provides evidence that a monocentric high share small activity clusters not good For each indicator, non‐linear with The results reconfirm benefits having strong second cluster comparable largest one. When planning cities, some forms land use buffering desirable. There also support developing relatively large nodes promoting compactness form. Beyond characteristics, levels economic development, population still highly relevant.

Language: Английский

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Regional economic vulnerability based on investment and financing network attacks

Cities, Journal Year: 2024, Volume and Issue: 150, P. 105012 - 105012

Published: April 17, 2024

Language: Английский

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Unveiling environmental resilience: A data-driven multi-criteria decision-making approach

Environmental Impact Assessment Review, Journal Year: 2024, Volume and Issue: 108, P. 107607 - 107607

Published: July 22, 2024

Language: Английский

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Study on the potential capacity of cake fertilizer agricultural solid emission reduction and soil improvement based on CiteSpace

Frontiers in Plant Science, Journal Year: 2025, Volume and Issue: 16

Published: April 3, 2025

The goal was to gain a comprehensive understanding of the current research status, hotspots and cutting-edge dynamics in field cake fertilizer application agriculture at home abroad from 2000 2024. study employed bibliometric analysis method CiteSpace visualisation software investigate results greenhouse gases soil improvement included Core Collection Database Web Science. findings keyword analysis, collaborative network publication count demonstrated that (1) "The number related literatures small its infancy before 2007,accounting for 17% total publications; slow growth phase 2008-2016, accounting 39% publications(with rate 1.65%); rapid increase after 2017-2023, 3.89%). (2) India ranked first terms publications, China second but intermediary centrality, authors were all loosely distributed, choosing publish their international journals with an impact factor greater than 2 agriculture. (3) Universities are primary source this among issuing institutions. (4) include nitrogen, soil, growth, yield, manure, fertilizer, quality, management; themes greatest keywords "bag filiter," "bacillus sp " has highest profile value; development trends as follows: prior 2016, program studied various organic fertilizers combination chemical or different types explore on crop yields; subsequent new materials evaluate yield quality fertility. Going forward, emphasis should be blending environmentally friendly components carrying out studies enhancement gas mitigation strategies. This offers insights ideas future direction potential agricultural emission reduction improvement. It also serves valuable reference trend 2023.

Language: Английский

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Patterns, processes, and differentiation mechanisms of China’s transition from old to new economic drivers

Journal of Geographical Sciences, Journal Year: 2024, Volume and Issue: 34(9), P. 1697 - 1718

Published: Sept. 1, 2024

Language: Английский

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Nonlinear impact of climate risks on renewable energy stocks in China: A moderation effects study

International Review of Financial Analysis, Journal Year: 2024, Volume and Issue: unknown, P. 103613 - 103613

Published: Sept. 1, 2024

Language: Английский

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Coastal aquaculture in Bangladesh: Sundarbans's role against climate change

Marine Pollution Bulletin, Journal Year: 2023, Volume and Issue: 194, P. 115431 - 115431

Published: Aug. 28, 2023

Language: Английский

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