Rafael Ninno Muniz

@texgenera.com

TexGenera

Rafael Ninno Muniz

RESEARCH, TEACHING, or OTHER INTERESTS

Energy Engineering and Power Technology, Renewable Energy, Sustainability and the Environment, Electrical and Electronic Engineering, Waste Management and Disposal
357

Scholar Citations

8

Scholar h-index

8

Scholar i10-index

RECENT SCHOLAR PUBLICATIONS

  • Wiener-NBEATS Hybrid Denoising and Deep Learning Framework for Multi-Horizon Hydroelectric Time Series Forecasting
    RN Muniz, WG Buratto, GV Gonzalez, A Nied, EC Finardi, S Fagundes
    2026
  • Optimized hybrid neural hierarchical interpolation time series with STL for flow forecasting in hydroelectric power plants
    RN Muniz, WG Buratto, GV Gonzalez, LO Seman, VJ Costa, A Nied
    Scientific Reports , 2026
    2026
    Citations: 2
  • Hybrid CF-CNN-BiLSTM hypertuned by Bayesian optimization for thermal power generation and decarbonization forecasting
    WG Buratto, RN Muniz, A Nied, CF de Oliveira Barros, EC Finardi, ...
    International Journal of Electrical Power & Energy Systems 172, 111199 , 2025
    2025
    Citations: 7
  • Hybrid Neural Hierarchical Interpolation Time Series with STL Optimized by Multi-Agent HPO for Flow Forecasting in Hydroelectric Power Plants
    RN Muniz, WG Buratto, GV Gonzalez, LO Seman, VJ Costa, A Nied
    2025
  • Hybrid group method of data handling for time-series forecasting of thermal generation dispatch in electrical power systems
    WG Buratto, RN Muniz, R Cardoso, A Nied, CT da Costa Jr, GV Gonzalez
    Electrical Engineering 107 (10), 13929-13945 , 2025
    2025
    Citations: 3
  • Time series forecasting based on multi-criteria optimization for model and filter selection applied to hydroelectric power plants
    RN Muniz, SF Stefenon, WG Buratto, A Nied, R Cardoso, CK Yamaguchi, ...
    Energy, 138688 , 2025
    2025
    Citations: 13
  • State-of-the-Art Decarbonization in Sludge Thermal Treatments for Electrical Power Generation Considering Sensors and the Application of Artificial Intelligence
    RN Muniz, WG Buratto, R Cardoso, CFO Barros, A Nied, GV Gonzalez
    Water 17 (13), 1946 , 2025
    2025
    Citations: 5
  • Long‐term and seasonal drivers of organic matter in the clearwater Tapajós River and implications for the Amazon River basin
    MR Kurek, R Muniz, JMS Moura, B Peucker‐Ehrenbrink, RM Holmes, ...
    Global Biogeochemical Cycles 39 (6), e2025GB008545 , 2025
    2025
  • Decarbonization in Sludge Thermal Treatments for Electrical Power Generation Considering Artificial Intelligence
    RN Muniz, WG Buratto, R Cardoso, CF de Oliveira Barros, A Nied, ...
    Preprints , 2025
    2025
  • Hybrid GMDH for time series forecasting of thermal generation dispatch in electrical power systems
    WG Buratto, RN Muniz, R Cardoso, A Nied, CT da Costa Jr, ...
    Available at SSRN 5159231 , 2025
    2025
  • Time Series Forecasting of Natural Inflow in Hydroelectric Power Plants Using Hyper‐Tuned Temporal Fusion Transformer With Hodrick–Prescott Filter
    RN Muniz, WG Buratto, A Nied, R Cardoso, EC Finardi, GV Gonzalez
    IET Generation, Transmission & Distribution 19 (1), e70087 , 2025
    2025
    Citations: 11
  • Natural Inflow Forecasting in Hydroelectric Power Plants using Hypertuned TFT with Hodrick-Prescott Filter
    RN Muniz, WG Buratto, A Nied, R Cardoso, EC Finardi, ...
    Available at SSRN 5159166 , 2025
    2025
    Citations: 1
  • Seasonal variation of CO 2 fluxes at the water-air interface of the Amazon River.
    JMS Moura, R Muniz, RB Ferreira, R da Silva, AS Magalhães, R Spencer, ...
    AGU24 , 2024
    2024
  • New constraints on carbon cycling and biogeochemistry of the Amazon-Guianas Mudbanks
    BE Rosenheim, V Galy, B Boehman, C Crawford, R Muniz, RC Aller, ...
    AGU Fall Meeting Abstracts 2024, B43L-08 , 2024
    2024
  • Wavelet CNN‐LSTM time series forecasting of electricity power generation considering biomass thermal systems
    WG Buratto, RN Muniz, A Nied, CFO Barros, R Cardoso, GV Gonzalez
    IET Generation, Transmission & Distribution 18 (21), 3437-3451 , 2024
    2024
    Citations: 40
  • Time Series Forecasting of Thermal Systems Dispatch in Legal Amazon Using Machine Learning
    WG Buratto, RN Muniz, R Cardoso, A Nied, CT da Costa Jr, GV Gonzalez
    Applied Sciences 14 (21), 9806 , 2024
    2024
    Citations: 2
  • Seq2Seq-LSTM with attention for electricity load forecasting in Brazil
    WG Buratto, RN Muniz, A Nied, GV González
    IEEE Access 12, 30020-30029 , 2024
    2024
    Citations: 40
  • A review of automation and sensors: parameter control of thermal treatments for electrical power generation
    WG Buratto, RN Muniz, A Nied, CFO Barros, R Cardoso, GV Gonzalez
    Sensors 24 (3), 967 , 2024
    2024
    Citations: 29
  • A new brazilian amazon energy sustainability index based on fuzzy systems
    RN Muniz, JAS de Sá, BRP da Rocha, WG Buratto, A Nied, ...
    Journal of Intelligent & Fuzzy Systems 46 (1), 2433-2446 , 2024
    2024
  • CF d. O. Barros, R. Cardoso, and GV Gonzalez,“Wavelet cnn-lstm time series forecasting of electricity power generation considering biomass thermal systems,”
    WG Buratto, RN Muniz, A Nied
    IET Generation, Transmission & Distribution 18 (21), 3437-3451 , 2024
    2024
    Citations: 6

MOST CITED SCHOLAR PUBLICATIONS

  • Tools for measuring energy sustainability: A comparative review
    R Ninno Muniz, S Frizzo Stefenon, W Gouvêa Buratto, A Nied, LH Meyer, ...
    Energies 13 (9), 2366 , 2020
    2020
    Citations: 56
  • The sustainability concept: A review focusing on energy
    RN Muniz, CT da Costa Júnior, WG Buratto, A Nied, GV González
    Sustainability 15 (19), 14049 , 2023
    2023
    Citations: 52
  • Biodigestores rurais no contexto da atual crise de energia elétrica brasileira e na perspectiva da sustentabilidade ambiental
    MAN ANDRADE, TJD RANZI, RN MUNIZ
    Procedings of the 4th Encontro de Energia no Meio Rural , 2002
    2002
    Citations: 49
  • Wavelet CNN‐LSTM time series forecasting of electricity power generation considering biomass thermal systems
    WG Buratto, RN Muniz, A Nied, CFO Barros, R Cardoso, GV Gonzalez
    IET Generation, Transmission & Distribution 18 (21), 3437-3451 , 2024
    2024
    Citations: 40
  • Seq2Seq-LSTM with attention for electricity load forecasting in Brazil
    WG Buratto, RN Muniz, A Nied, GV González
    IEEE Access 12, 30020-30029 , 2024
    2024
    Citations: 40
  • A review of automation and sensors: parameter control of thermal treatments for electrical power generation
    WG Buratto, RN Muniz, A Nied, CFO Barros, R Cardoso, GV Gonzalez
    Sensors 24 (3), 967 , 2024
    2024
    Citations: 29
  • Time series forecasting based on multi-criteria optimization for model and filter selection applied to hydroelectric power plants
    RN Muniz, SF Stefenon, WG Buratto, A Nied, R Cardoso, CK Yamaguchi, ...
    Energy, 138688 , 2025
    2025
    Citations: 13
  • Time Series Forecasting of Natural Inflow in Hydroelectric Power Plants Using Hyper‐Tuned Temporal Fusion Transformer With Hodrick–Prescott Filter
    RN Muniz, WG Buratto, A Nied, R Cardoso, EC Finardi, GV Gonzalez
    IET Generation, Transmission & Distribution 19 (1), e70087 , 2025
    2025
    Citations: 11
  • Educação e biomassa
    RN Muniz
    Procedings of the 4th Encontro de Energia no Meio Rural , 2002
    2002
    Citations: 8
  • Hybrid CF-CNN-BiLSTM hypertuned by Bayesian optimization for thermal power generation and decarbonization forecasting
    WG Buratto, RN Muniz, A Nied, CF de Oliveira Barros, EC Finardi, ...
    International Journal of Electrical Power & Energy Systems 172, 111199 , 2025
    2025
    Citations: 7
  • CF d. O. Barros, R. Cardoso, and GV Gonzalez,“Wavelet cnn-lstm time series forecasting of electricity power generation considering biomass thermal systems,”
    WG Buratto, RN Muniz, A Nied
    IET Generation, Transmission & Distribution 18 (21), 3437-3451 , 2024
    2024
    Citations: 6
  • Desafios e oportunidades para o acesso universal à energia elétrica na Amazônia
    RN MUNIZ
    Dissertação de Mestrado. Belém: Universidade Federal do Pará , 2015
    2015
    Citations: 6
  • State-of-the-Art Decarbonization in Sludge Thermal Treatments for Electrical Power Generation Considering Sensors and the Application of Artificial Intelligence
    RN Muniz, WG Buratto, R Cardoso, CFO Barros, A Nied, GV Gonzalez
    Water 17 (13), 1946 , 2025
    2025
    Citations: 5
  • The sustainability concept: A review focusing on energy. Sustainability, 15 (19), 14049
    RN Muniz, CT da Costa Junior, WG Buratto, A Nied, GV González
    2023
    Citations: 5
  • Challenges and opportunities for universal access to electricity in the Amazon
    RN Muniz, JAS de Sá, BRP da Rocha
    2015 5th International Youth Conference on Energy (IYCE), 1-6 , 2015
    2015
    Citations: 5
  • Gaseificação de biomassa residuária na Amazônia: estudo de caso em comunidade quilombola no Pará
    RN Muniz, BRP ROCHA
    Anais do 8 , 2013
    2013
    Citations: 5
  • Hybrid group method of data handling for time-series forecasting of thermal generation dispatch in electrical power systems
    WG Buratto, RN Muniz, R Cardoso, A Nied, CT da Costa Jr, GV Gonzalez
    Electrical Engineering 107 (10), 13929-13945 , 2025
    2025
    Citations: 3
  • Optimized hybrid neural hierarchical interpolation time series with STL for flow forecasting in hydroelectric power plants
    RN Muniz, WG Buratto, GV Gonzalez, LO Seman, VJ Costa, A Nied
    Scientific Reports , 2026
    2026
    Citations: 2
  • Time Series Forecasting of Thermal Systems Dispatch in Legal Amazon Using Machine Learning
    WG Buratto, RN Muniz, R Cardoso, A Nied, CT da Costa Jr, GV Gonzalez
    Applied Sciences 14 (21), 9806 , 2024
    2024
    Citations: 2
  • The Sustainability Concept: A Review Focusing on Energy. Sustainability 2023, 15, 14049
    RN Muniz, CT da Costa Júnior, WG Buratto, A Nied, GV González
    2023
    Citations: 2