Muhammad Luthfi Shahab

Muhammad Luthfi Shahab is a lecturer at the Department of Mathematics, Institut Teknologi Sepuluh Nopember, Indonesia. He has been working there officially since March 2018. Currently, he is a Ph.D. student in the Department of Mathematics at Khalifa University, Abu Dhabi, United Arab Emirates (UAE), under the supervision of Prof. Hadi Susanto. His research interests are in: 

• Genetic Algorithms (PDF) (Code)

• Machine Learning

• Neural Networks

• Numerical Methods

• Optimization

Education

Ph.D. Student in Mathematics

Khalifa University

Department of Mathematics

September 2021 - Now

Master's Degree (Master of Science)

Institut Teknologi Sepuluh Nopember

Department of Mathematics

September 2015 - February 2017 (3 semesters)

Thesis: Multiple sequence alignment menggunakan nature-inspired metaheuristic algorithms (PDF)

GPA: 3.92 / 4.0

Bachelor's Degree (Bachelor of Science)

Institut Teknologi Sepuluh Nopember

Department of Mathematics

September 2011 - August 2015 (8 semesters)

Thesis: Algoritma genetika ganda untuk capacitated vehicle routing problem (PDF)

GPA: 3.90 / 4.0

Senior High School

MAN 2 Kota Malang (ex MAN 3 Malang)

2009 - 2011 (2 years, Acceleration Program)

Junior High School

MTsN 1 Kabupaten Malang (ex MTsN 3 Malang)

2007 - 2009 (2 years, Acceleration Program)

Elementary School

SDN 1 Gondanglegi Wetan

2001 – 2007 (6 years)

Publications

17. Physics-informed neural networks for high-dimensional solutions and snaking bifurcations in nonlinear lattices (Link, PDF, arXiv)

M. L. Shahab, F. A. Suheri, R. Kusdiantara, H. Susanto

(2025) Physica D: Nonlinear Phenomena

16. Corrigendum to "Neural networks for bifurcation and linear stability analysis of steady states in partial differential equations" [Appl. Math. Comput. 483 (2024) 128985] (Link) (PDF)

M. L. Shahab, H. Susanto

(2025) Applied Mathematics and Computation, 495, 129319

15. A finite difference method with symmetry properties for the high-dimensional Bratu equation (Link) (PDF) (Arxiv) (Code)

M. L. Shahab, H. Susanto, H. Hatzikirou

(2025) Applied Mathematics and Computation, 489, 129136

14. Neural networks for bifurcation and linear stability analysis of steady states in partial differential equations (Link) (PDF) (Arxiv)

M. L. Shahab, H. Susanto

(2024) Applied Mathematics and Computation, 483, 128985

13. A deep-genetic algorithm (deep-GA) approach for high-dimensional nonlinear parabolic partial differential equations (Link) (PDF) (Arxiv)

E. R. M. Putri, M. L. Shahab, M. Iqbal, I. Mukhlash, A. Hakam, L. Mardianto, H. Susanto

(2024) Computers & Mathematics with Applications, 154, 120-127

12. Klasifikasi respons terhadap vaksinasi COVID-19 berdasarkan tweets menggunakan attention-based long short term memory (PDF)

D. Zannuba, B. A. Sanjoyo, M. L. Shahab

(2023) Jurnal Sains dan Seni ITS, 11 (3), A96-A100

11. Contact tracking with social network analysis graph (PDF)

A. M. Rukmi, W. Zakky, M. L. Shahab

(2022) Proceedings of the International Conference on Mathematics, Geometry, Statistics, and Computation (IC-MaGeStiC 2021)

10. COVID-19 outbreak prediction in Indonesia based on machine learning and SIRD-based hybrid methods (PDF)

E. R. M. Putri, M. Iqbal, M. L. Shahab, H. N. Fadhilah, I. Mukhlash, D. K. Arif, E. Apriliani, H. Susanto

(2021) Nonlinear Dynamics and Systems Theory, 21 (5), 495 - 510

9. A genetic algorithm for solving large scale global optimization problems (PDF) (Code)

M. L. Shahab, F. Azizi, B. A. Sanjoyo, M. I. Irawan, N. Hidayat, A. M. Rukmi

(2021) Journal of Physics: Conference Series, 1821 (1), 012055

8. Implementation of social media mining for decision making in product planning based on topic modeling and sentiment analysis (PDF)

M. I. Irawan, R. Wijayanto, M. L. Shahab, N. Hidayat, A. M. Rukmi

(2020) Journal of Physics: Conference Series, 1490 (1), 012068

7. A genetic algorithm with best combination operator for the traveling salesman problem (PDF) (Code)

M. L. Shahab, T. J. Ambarwati, Soetrisno, M. I. Irawan

(2019) International Journal of Computing Science and Applied Mathematics, 5 (2), 61-65

6. New heuristic algorithm for traveling salesman problem (PDF) (Code)

M. L. Shahab

(2019) Journal of Physics: Conference Series, 1218 (1), 012038

5. Individual recognition system through face identification using hidden Markov model (PDF)

A. Tjahyanto, N. Hidayat, M. L. Shahab, D. Adzkiya, A. K. Nisa

(2018) International Conference on Information Technology, Engineering, Science & its Applications

4. Sequence alignment using nature-inspired metaheuristic algorithms (PDF)

M. L. Shahab, M. I. Irawan

(2017) International Journal of Computing Science and Applied Mathematics, 3 (1), 27-31

3. Multiple sequence alignment menggunakan nature-inspired metaheuristic algorithms (PDF)

M. L. Shahab, M. I. Irawan

(2017) Institut Teknologi Sepuluh Nopember

2. Decomposing and solving capacitated vehicle routing problem (CVRP) using two-step genetic algorithm (TSGA) (PDF) 

M. L. Shahab, D. B. Utomo, M. I. Irawan

(2016) Journal of Theoretical and Applied Information Technology, 87 (3), 461-468

1b. Algoritma genetika ganda untuk capacitated vehicle routing problem (PDF)

M. L. Shahab, M. I. Irawan

(2016) Jurnal Sains dan Seni ITS 4 (2)

1a. Algoritma genetika ganda untuk capacitated vehicle routing problem (PDF)

M. L. Shahab, M. I. Irawan

(2015) Institut Teknologi Sepuluh Nopember