PhD in Biomedical Engineering
Institute of Fundamental and Technological Research IPPT, Polish Academy of Sciences PAS, Poland
2025 - December, 2028
Computational analysis of multi-scale innate immune defences against bacterial pathogens
Academic background
Sinan. M · PhD student in systems biology
Download CV (PDF)Institute of Fundamental and Technological Research IPPT, Polish Academy of Sciences PAS, Poland
2025 - December, 2028
Computational analysis of multi-scale innate immune defences against bacterial pathogens
University of Electronic Science and Technology of China - UESTC, China
2021 - July, 2024
Mathematical Biology
University of Swat, Pakistan
2016 - November, 2020
Mathematical Biology
Institute of Fundamental and Technological Research IPPT, Polish Academy of Sciences PAS, Poland
2025 - December, 2028
Mathematical Biology
Sensors
Precipitation nowcasting in real-time is a challenging task that demands accurate and current data from multiple sources. Despite various approaches proposed by researchers to address this challenge, models such as the interaction-based dual attention LSTM (IDA-LSTM) face limitations, particularly in radar echo extrapolation. These limitations include higher computational costs and resource requirements. Moreover, the fixed kernel size across layers in these models restricts their ability to extract global features, focusing more on local representations. To address these issues, this study introduces an enhanced convolutional long short-term 2D (ConvLSTM2D) based architecture for precipitation nowcasting. The proposed approach includes time-distributed layers that enable parallel Conv2D operations on each image input, enabling effective analysis of spatial patterns. Following this, ConvLSTM2D is applied to capture spatiotemporal features, which improves the model’s forecasting skills and computational efficacy. The performance evaluation employs a real-world weather dataset benchmarked against established techniques, with metrics including the Heidke skill score (HSS), critical success index (CSI), mean absolute error (MAE), and structural similarity index (SSIM). ConvLSTM2D demonstrates superior performance, achieving an HSS of 0.5493, a CSI of 0.5035, and an SSIM of 0.3847. Notably, a lower MAE of 11.16 further indicates the model’s precision in predicting precipitation.
@article{naz2024enhancing,
author = {Naz, Farah and She, Lei and Sinan, Muhammad and Shao, Jie},
title = {Enhancing Radar Echo Extrapolation by ConvLSTM2D for Precipitation Nowcasting},
journal = {Sensors},
volume = {24},
number = {2},
pages = {459},
year = {2024},
doi = {10.3390/s24020459}
}Fractal and Fractional
Mathematical analysis of a fractal-fractional mathematical model of COVID-19.
@article{sinan2023mathematical,
title={Mathematical analysis of fractal-fractional mathematical model of COVID-19},
author={Sinan, Muhammad and Alharthi, Nadiyah Hussain},
journal={Fractal and Fractional},
volume={7},
number={5},
pages={358},
year={2023},
publisher={MDPI}
}Alexandria Engineering Journal
Analysis of the mathematical model of cutaneous leishmaniasis disease.
@article{sinan2023analysis,
title={Analysis of the mathematical model of cutaneous leishmaniasis disease},
author={Sinan, Muhammad and Ansari, Khursheed J and Kanwal, Asia and Shah, Kamal and Abdeljawad, Thabet and Abdalla, Bahaaeldin and others},
journal={Alexandria Engineering Journal},
volume={72},
pages={117--134},
year={2023},
publisher={Elsevier}
}Alexandria Engineering Journal
Advances in numerical simulation with a clustering method based on K--means algorithm and Adams Bashforth scheme for fractional order laser chaotic system.
@article{sinan2023advances,
title={Advances in numerical simulation with a clustering method based on K--means algorithm and Adams Bashforth scheme for fractional order laser chaotic system},
author={Sinan, Muhammad and Leng, Jinsong and Shah, Kamal and Abdeljawad, Thabet},
journal={Alexandria Engineering Journal},
volume={75},
pages={165--179},
year={2023},
publisher={Elsevier}
}Journal of Function Spaces
A Mathematical Analysis on the New Fractal-Fractional Model of Second-Hand Smokers via the Power Law Type Kernel: Numerical Solutions, Equilibrium Points, and Sensitivity Analysis.
@article{rezapour2022mathematical,
title={A Mathematical Analysis on the New Fractal-Fractional Model of Second-Hand Smokers via the Power Law Type Kernel: Numerical Solutions, Equilibrium Points, and Sensitivity Analysis},
author={Rezapour, S and Etemad, S and Sinan, M and Alzabut, J and Vinodkumar, A},
journal={Journal of Function Spaces},
volume={2022},
number={1},
pages={3553021},
year={2022},
publisher={Wiley Online Library}
}Complexity
A Detailed Study of a Fractal-Fractional Transmission Dynamical Model of Viral Infectious Disease with Vaccination.
@article{shah2022detailed,
title={A Detailed Study of a Fractal-Fractional Transmission Dynamical Model of Viral Infectious Disease with Vaccination},
author={Shah, Kamal and Sinan, Muhammad and Abdeljawad, Thabet and El-Shorbagy, Mohammed A and Abdalla, Bahaaeldin and Abualrub, Marwan S},
journal={Complexity},
volume={2022},
number={1},
pages={7236824},
year={2022},
publisher={Wiley Online Library}
}Results in Physics
Fractional order mathematical modeling of typhoid fever disease.
@article{sinan2022fractional,
title={Fractional order mathematical modeling of typhoid fever disease},
author={Sinan, Muhammad and Shah, Kamal and Kumam, Poom and Mahariq, Ibrahim and Ansari, Khursheed J and Ahmad, Zubair and Shah, Zahir},
journal={Results in Physics},
volume={32},
pages={105044},
year={2022},
publisher={Elsevier}
}Results in Physics
Stability analysis and optimal control of Covid-19 pandemic SEIQR fractional mathematical model with harmonic mean type incidence rate and treatment.
@article{sinan2021stability,
title={Stability analysis and optimal control of Covid-19 pandemic SEIQR fractional mathematical model with harmonic mean type incidence rate and treatment},
author={Sinan, Muhammad and Ali, Amjad and Shah, Kamal and Assiri, Taghreed A and Nofal, Taher A},
journal={Results in Physics},
volume={22},
pages={103873},
year={2021},
publisher={Elsevier}
}Journal of Mathematics
On Semianalytical Study of Fractional-Order Kawahara Partial Differential Equation with the Homotopy Perturbation Method.
@article{sinan2021semianalytical,
title={On Semianalytical Study of Fractional-Order Kawahara Partial Differential Equation with the Homotopy Perturbation Method},
author={Sinan, Muhammad and Shah, Kamal and Khan, Zareen A and Al-Mdallal, Qasem and Rihan, Fathalla},
journal={Journal of Mathematics},
volume={2021},
number={1},
pages={6045722},
year={2021},
publisher={Wiley Online Library}
}Results in physics
Theoretical and numerical analysis of novel COVID-19 via fractional order mathematical model.
@article{ali2021theoretical,
title={Theoretical and numerical analysis of novel COVID-19 via fractional order mathematical model},
author={Ali, Amjad and Khan, Muhammad Yasin and Sinan, Muhammad and Allehiany, FM and Mahmoud, Emad E and Abdel-Aty, Abdel-Haleem and Ali, Gohar},
journal={Results in physics},
volume={20},
pages={103676},
year={2021},
publisher={Elsevier}
}Nicolaus Copernicus University
26-26, June 2028
Toruń, Poland
Python (Pandas, NumPy, Object-Oriented Programming), MATLAB, Octave, Image Processing, Data Processing, Deep Learning
Statistical Modeling, Predictive Analytics, Hypothesis Testing & Statistical Comparison
Urdu (Native), English (Professional Working)
School of Mathematical Sciences, University of Electronic Science and Technology of China UESTC
2024
School of Mathematical Sciences, University of Electronic Science and Technology of China UESTC
2022
International Student Office, University of Electronic Science and Technology of China UESTC
2022