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  1. Data-driven modeling using system dynamics simulation to provide relief in earthquake based on different scenarios

    Effective relief reduces damages and protects people during natural disasters, such as earthquakes. This research proposes a data-driven model based...

    Hassan Ahmadi Choukolaei, Mustafa Jahangoshai Rezaee, Peiman Ghasemi in Environmental Science and Pollution Research
    Article 09 May 2024
  2. Combined advanced oxidation dye-wastewater treatment plant: design and development with data-driven predictive performance modeling

    The recalcitrant nature of the industrial dyes poses a significant challenge to existing treatment technologies due to the stringent environmental...

    Pankaj Singh Chauhan, Kirtiman Singh, ... Shantanu Bhattacharya in npj Clean Water
    Article Open access 08 March 2024
  3. Divergent data-driven estimates of global soil respiration

    The release of carbon dioxide from the soil to the atmosphere, known as soil respiration, is the second largest terrestrial carbon flux after...

    Shoji Hashimoto, Akihiko Ito, Kazuya Nishina in Communications Earth & Environment
    Article Open access 06 December 2023
  4. Do fossil fuel firms reframe online climate and sustainability communication? A data-driven analysis

    Identifying drivers of climate misinformation on social media is crucial to climate action. Misinformation comes in various forms; however, subtler...

    Ramit Debnath, Danny Ebanks, ... R. Michael Alvarez in npj Climate Action
    Article Open access 18 December 2023
  5. Physically based vs. data-driven models for streamflow and reservoir volume prediction at a data-scarce semi-arid basin

    Physically based or data-driven models can be used for understanding basinwide hydrological processes and creating predictions for future conditions....

    Gülhan Özdoğan-Sarıkoç, Filiz Dadaser-Celik in Environmental Science and Pollution Research
    Article Open access 29 May 2024
  6. Data-Driven Modeling for the Prediction of Stack Gas Concentration in a Coal-Fired Power Plant in Türkiye

    Abstract

    In this research, deep learning and machine learning methods were employed to forecast the levels of stack gas concentrations in a coal-fired...

    Mandana Mohammadi, Didem Saloglu, ... Mansour Ghaffari-Moghaddam in Water, Air, & Soil Pollution
    Article Open access 29 April 2024
  7. A comparative study of black-box and white-box data-driven methods to predict landfill leachate permeability

    Due to the dynamic and complexity of leachate percolation within municipal solid waste (MSW), planning and operation of solid waste management...

    Mahdi Ghasemi, Mehrshad Samadi, ... Kwok-Wing Chau in Environmental Monitoring and Assessment
    Article 19 June 2023
  8. Data-Driven Circular Economy of Biowaste to Bioenergy with Conventional Prediction Modelling and Machine Learning

    Rapid population growth has not only increased energy demand, but waste generation that has increased and introduced emerging pollutants into waste...

    Anthony Njuguna Matheri, Zanele Blessed Sithole, Belaid Mohamed in Circular Economy and Sustainability
    Article Open access 06 December 2023
  9. Development of gradient boosting-assisted machine learning data-driven model for free chlorine residual prediction

    Chlorine-based disinfection is ubiquitous in conventional drinking water treatment (DWT) and serves to mitigate threats of acute microbial disease...

    Wiley Helm, Shifa Zhong, ... Yongsheng Chen in Frontiers of Environmental Science & Engineering
    Article 28 September 2023
  10. Reconstruction of all-weather land surface temperature based on a combined physical and data-driven model

    At present, the remote sensing (RS) thermal infrared (TIR) images that are commonly used to obtain land surface temperature (LST) are contaminated by...

    Xuepeng Zhang, Peng Gou, ... Jianghe **ng in Environmental Science and Pollution Research
    Article 06 June 2023
  11. Comparative analysis of data-driven and conceptual streamflow forecasting models with uncertainty assessment in a major basin in Iran

    Streamflow forecasting is a critical aspect of water resource management, particularly in regions where surface water is scarce. In this study, we...

    A. Ashrafzadeh, J. Salehpoor, M. Lotfirad in International Journal of Energy and Water Resources
    Article 31 January 2024
  12. Data-driven low-carbon transformation management for manufacturing enterprises: an eco-efficiency perspective

    The low-carbon transformation of manufacturing enterprises is considered to be imperative to achieve carbon neutrality. Therefore, we propose a...

    Cuixia Zhang, Fan Liu, ... Guangdong Tian in Environmental Science and Pollution Research
    Article 05 September 2023
  13. Data-driven sustainability evaluation and manufacturing system enhancement from economic, environmental, social, and sustainability perspectives

    Sustainable manufacturing is crucial to achieving carbon neutrality targets. However, research on the sustainability of manufacturing systems is...

    **aoxiao Si, Cuixia Zhang, ... Conghu Liu in Environmental Science and Pollution Research
    Article 29 April 2024
  14. Comparison of optimized data-driven models for landslide susceptibility map**

    Locations prone to landslides must be identified and mapped to prevent landslide-related damage and casualties. Machine learning approaches have...

    Armin Ghayur Sadigh, Ali Asghar Alesheikh, ... Fatemeh Rezaie in Environment, Development and Sustainability
    Article 12 April 2023
  15. Data-driven soft computing modeling of groundwater quality parameters in southeast Nigeria: comparing the performances of different algorithms

    In recent decades, the simulation and modeling of water quality parameters have been useful for monitoring and assessment of the quality of water...

    Johnbosco C. Egbueri, Johnson C. Agbasi in Environmental Science and Pollution Research
    Article 25 January 2022
  16. Simulating the climate driven runoff in data-scarce mountains by machine learning and downscaling reanalysis data

    Lacking climatic data because of scarce meteorological stations make it difficult to assess the non-stationary climatic-runoff processes driven by...

    Mengtian Fan, Jianhua Xu, ... Weihong Li in Stochastic Environmental Research and Risk Assessment
    Article 29 April 2022
  17. A data-driven approach to rapidly estimate recovery potential to go beyond building damage after disasters

    Following a disaster, crucial decisions about recovery resources often prioritize immediate damage, partly due to a lack of detailed information on...

    Sabine Loos, David Lallemant, ... Jack W. Baker in Communications Earth & Environment
    Article Open access 16 February 2023
  18. A new criteria for determining the best decomposition level and filter for wavelet-based data-driven forecasting frameworks- validating using three case studies on the CAMELS dataset

    Recently, several papers have been published regarding the use of preprocessing models, such as Discrete Wavelet, in Data-Driven Forecasting...

    Mohammad Reza Mazarei Behbahani, Amin Mazarei in Stochastic Environmental Research and Risk Assessment
    Article 27 August 2023
  19. VOC data-driven evaluation of vehicle cabin odor: from ANN to CNN-BiLSTM

    Emissions of volatile organic compounds (VOCs) in vehicles represent a significant problem, causing unpleasant odors. To mitigate VOCs and odors in...

    Dingwei Tian, Qi Li, ... Zhenxia Du in Environmental Science and Pollution Research
    Article 26 April 2024
  20. Data-driven predictive modeling of PM2.5 concentrations using machine learning and deep learning techniques: a case study of Delhi, India

    The present study intends to use machine learning (ML) and deep learning (DL) models to forecast PM 2.5 concentration at a location in Delhi. For this...

    Adil Masood, Kafeel Ahmad in Environmental Monitoring and Assessment
    Article 03 November 2022
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