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Efficient artificial intelligence forecasting models for COVID-19outbreak in Russia and Brazil
Faculty
Science
Year:
2021
Type of Publication:
ZU Hosted
Pages:
Authors:
Rehab Aly Ibrahim Muhammed
Staff Zu Site
Abstract In Staff Site
Journal:
Process Safety and Environmental Protection Elseveir
Volume:
Keywords :
Efficient artificial intelligence forecasting models , COVID-19outbreak
Abstract:
tCOVID-19 is a new member of the Coronaviridae family that has serious effects on respiratory, gas-trointestinal, and neurological systems. COVID-19 spreads quickly worldwide and affects more than 41.5million persons (till 23 October 2020). It has a high hazard to the safety and health of people all overthe world. COVID-19 has been declared as a global pandemic by the World Health Organization (WHO).Therefore, strict special policies and plans should be made to face this pandemic. Forecasting COVID-19cases in hotspot regions is a critical issue, as it helps the policymakers to develop their future plans. Inthis paper, we propose a new short term forecasting model using an enhanced version of the adaptiveneuro-fuzzy inference system (ANFIS). An improved marine predators algorithm (MPA), called chaoticMPA (CMPA), is applied to enhance the ANFIS and to avoid its shortcomings. More so, we comparedthe proposed CMPA with three artificial intelligence-based models include the original ANFIS, and twomodified versions of ANFIS model using both of the original marine predators algorithm (MPA) and par-ticle swarm optimization (PSO). The forecasting accuracy of the models was compared using differentstatistical assessment criteria. CMPA significantly outperformed all other investigated models.
Author Related Publications
Rehab Aly Ibrahim Muhammed, "Image Denoising using K-SVD Algorithm based on Gabor Wavelet Dictionary", International Journal of Computer Applications, 2012
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Rehab Aly Ibrahim Muhammed, "Cooperative Meta-heuristic Algorithms for Global Optimization Problems", Elseveir, 2021
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Rehab Aly Ibrahim Muhammed, "Automatic clustering method to segment COVID-19 CT images", ٍٍSpringer, 2021
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Rehab Aly Ibrahim Muhammed, "Fractional Calculus-Based Slime Mould Algorithm for Feature Selection Using Rough Set", IEEE, 2021
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Rehab Aly Ibrahim Muhammed, "IoT Workflow Scheduling Using Intelligent Arithmetic Optimization Algorithm in Fog Computing", Hindawi, 2021
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Department Related Publications
Rodyna Ahmed Mahmoud, "Pre-Open Sets with Ideal", Scientific Research Platform (SRP), 2013
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Rodyna Ahmed Mahmoud, "ON BCL-ALGEBRA", Council for Innovative Research, 2013
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Yasser AbdelAziz Amer Tolba, "The improved (G’/G) - expansion method for constructing exact traveling wave solutions for a nonlinear PDE of nanobiosciences", USA, 2013
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Alaa Hassan Attia Hassan, "A Unified Representation of Some Starlike and Convex Harmonic Functions with Negative Coefficients", AGH University of Science and Technology Press, Krakow 2013, Poland, 2013
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Alaa Hassan Attia Hassan, "Generalizations of Hadamard Procuct of Certain Meromorphic Multivalent Functions with Positive Coefficients", Istanbul Universitesi, Turkey, 2013
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