JOSÉ LEMUS ROMANI
Profesor Asistente
Doctor en Ingeniería Informática, Pontificia Universidad Católica de Valparaíso (Valparaíso, Chile), 2021.
Magíster (M.Sc.) en Ingeniería Informática, Pontificia Universidad Católica de Valparaíso (Valparaíso, Chile), 2020.
Ingeniero en Construcción, Pontificia Universidad Católica de Valparaíso (Valparaíso, Chile), 2019.
- mail jose.lemus@uc.cl
- phone +569 5504 7496
Cursos dictados los últimos cinco años.
Pregrado
Taller de programación en construcción. CCO3848.
Investigación de operaciones. CCL2363.
Línea de investigación: materiales, tecnologías y sistemas de construcción.
Énfasis en:
- Optimización metaheurística apoyada por técnicas de Machine Learning.
- Inteligencia artificial aplicada a la industria de la construcción.
- BIM.
Artículos en revistas indexadas WoS/Scopus
2022
Becerra-Rozas, M., Lemus-Romani, J., Cisternas-Caneo, F., Crawford, B., Soto, R., and García, J. Swarm-Inspired Computing to Solve Binary Optimization Problems: A Backward Q-Learning Binarization Scheme Selector. Mathematics, 10(24), 4776, https://doi.org/10.3390/math10244776
Becerra-Rozas, M., Lemus-Romani, J., Cisternas-Caneo, F., Crawford, B., Soto, R., Astorga, G., Castro, C. and García, J. Continuous Metaheuristics for Binary Optimization Problems: An Updated Systematic Literature Review. Mathematics, 11(1), 129, https://doi.org/10.3390/math11010129
2021
Lemus-Romani, J., Becerra-Rozas, M., Crawford, B., Soto, R., Cisternas-Caneo, F., Vega, E., Castillo, M., Tapia, D., Astorga, G., Palma, W., Castro, C., García, J. A Novel Learning-Based Binarization Scheme Selector for Swarm Algorithms Solving Combinatorial Problems. Mathematics, 9, 2887, https://doi.org/10.3390/math9222887
Soto, R., Astorga, G., Lemus-Romani, J., Misra, S., Castillo, M., Cisternas-Caneo, F., Tapia, D. and Becerra-Rozas, M. Balancing exploration-exploitation in the set covering problem resolution with a self-adaptive intelligent water drops algorithm. Advances in Science, Technology and Engineering Systems, 6(1), 134-145, https://doi.org/10.25046/aj060115
García, J., Lemus-Romani, J., Altimiras, F., Crawford, B., Soto, R., Becerra-Rozas, M., Moraga, P., Becerra, A.P., Fritz, A.P., Rubio, J.-M., Astorga, G. A Binary Machine Learning Cuckoo Search Algorithm Improved by a Local Search Operator for the Set-Union Knapsack Problem. Mathematics, 9, 2611, https://doi.org/10.3390/math9202611
Crawford, B., Soto, R., Lemus-Romani, J., Becerra-Rozas, M., Lanza-Gutiérrez, J.M., Caballé, N., Castillo, M., Tapia, D., Cisternas-Caneo, F., García, J., Astorga, G., Castro, C., Rubio, J.-M. Q-Learnheuristics: Towards Data-Driven Balanced Metaheuristics. Mathematics, 9, 1839, https://doi.org/10.3390/math9161839
Lemus-Romani, J., Alonso, B., Moura, J. L., Crawford, B., Soto R. and González, F. Limited Stop Services Design Considering Variable Dwell Time and Operating Capacity Constraints. IEEE Access, vol. 9, pp. 30359-30373, 2021, https://doi.org/10.1109/ACCESS.2021.3059512
2020
Crawford, B., Soto, R., Lemus-Romani, J., Astorga, G., Matus de la Parra, S., Peña, A., Valenzuela, M., Conejeros, J., Fuente-Mella, H., Castro, C. and Paredes, F. Investigating the Efficiency of Swarm Algorithms for Bridge Strengthening by Conversion to Tied-Arch: A Numerical Case Study on San Luis Bridge. Iran J Sci Technol Trans Civ Eng, 45, 2345–2357, https://doi.org/10.1007/s40996-020-00531-5
Crawford, B., Soto, R., Palma, W., Aballay, F., Lemus-Romani, J., Misra, S., Castro, C., Paredes, F. and Rubio, J. M. A teaching-learning-based optimization algorithm for the weighted set-covering problem. Tehnički vjesnik, 27(5), 1678-1684, https://doi.org/10.17559/TV-20180501230511
Libros y capítulos de libros
2022
Becerra-Rozas, M., Lemus-Romani, J., Crawford, B., Soto, R., Cisternas-Caneo, F., Embry, A. T., Arnano, M., Tapia, D., Castillo, M., and Rubio, J. M. A New Learnheuristic: Binary SARSA-Sine Cosine Algorithm (BS-SCA). In: International Conference on Metaheuristics and Nature Inspired Computing (pp. 127-136). Springer, Cham, https://doi.org/10.1007/978-3-030-94216-8_10
2021
Becerra-Rozas, M., Lemus-Romani, J., Crawford, B., Soto, R., Cisternas-Caneo, F., Embry, A. T., Molina, M., Tapia, D., Castillo, M., Misra, S., and Rubio, J. M. Reinforcement Learning Based Whale Optimizer. In: Gervasi O. et al. (eds) Computational Science and Its Applications – ICCSA 2021. ICCSA 2021. Lecture Notes in Computer Science, vol 12957. Springer, Cham, https://doi.org/10.1007/978-3-030-87013-3_16
Crawford, B., Soto, R., Cisternas-Caneo, F., Tapia, D., Fuente-Mella, H., Palma, W., Lemus-Romani, J., Castillo, M., and Becerra-Rozas, M. A Comparison of Learnheuristics Using Different Reward Functions to Solve the Set Covering Problem. In: Dorronsoro B., Amodeo L., Pavone M., Ruiz P. (eds) Optimization and Learning. OLA 2021. Communications in Computer and Information Science, vol 1443. Springer, Cham, https://doi.org/10.1007/978-3-030-85672-4_6
Cisternas-Caneo, F., Crawford, B., Soto, R., Fuente-Mella, H., Ruiz, D., Lemus-Romani, J., Castillo, M., Becerra, M., Paredes, F. and Misra., S. A Data-Driven Dynamic Discretization Framework to Solve Combinatorial Problems Using Continuous Metaheuristics. In: Abraham A., Sasaki H., Rios R., Gandhi N., Singh U., Ma K. (eds) Innovations in Bio-Inspired Computing and Applications. IBICA 2020. Advances in Intelligent Systems and Computing, vol 1372. Springer, Cham, https://doi.org/10.1007/978-3-030-73603-3_7
Castillo, M., Crawford, B., Soto, R., Palma, W., Lemus-Romani, J., Ruiz, D., Cisternas-Caeno, F., Becerra, M., Paredes, F. and Misra, S. An Autonomous Galactic Swarm Optimization Algorithm Supported by Hidden Markov Model. In: Abraham A. et al. (eds) Proceedings of the 12th International Conference on Soft Computing and Pattern Recognition (SoCPaR 2020). SoCPaR 2020. Advances in Intelligent Systems and Computing, vol 1383. Springer, Cham, https://doi.org/10.1007/978-3-030-73689-7_34
2020
Tapia, D., Crawford, B., Soto, R., Cisternas-Caneo, F., Lemus-Romani, J., Castillo, M., Garcia, J., Palma, W., Paredes, F. and Misra, S. A Q-Learning Hyperheuristic Binarization Framework to Balance Exploration and Exploitation. In: Florez H., Misra S. (eds) Applied Informatics. ICAI 2020. Communications in Computer and Information Science, vol 1277. Springer, Cham, https://doi.org/10.1007/978-3-030-61702-8_2
Vásquez, C., Lemus-Romani, J., Crawford, B., Soto, R., Astorga, G., Palma, W., Misra, S. and Paredes, F. Solving the 0/1 Knapsack Problem Using a Galactic Swarm Optimization with Data-Driven Binarization Approaches. In: Gervasi O. et al. (eds) Computational Science and Its Applications – ICCSA 2020. ICCSA 2020. Lecture Notes in Computer Science, vol 12254. Springer, Cham, https://doi.org/10.1007/978-3-030-58817-5_38
Lemus-Romani, J., Crawford, B., Soto, R., Astorga, G., Misra, S., Crawford, K, Foschino, G., Salas-Fernández, A. and Paredes, F. Ambidextrous Socio-Cultural Algorithms. In: Gervasi O. et al. (eds) Computational Science and Its Applications – ICCSA 2020. ICCSA 2020. Lecture Notes in Computer Science, vol 12254. Springer, Cham, https://doi.org/10.1007/978-3-030-58817-5_65
Gardella O., Crawford B., Soto R., Lemus-Romani J., Astorga G., Salas-Fernández A. Bridges Strengthening by Conversion to Tied-Arch Using Monarch Butterfly Optimization. In: Yang XS., Sherratt S., Dey N., Joshi A. (eds) Fourth International Congress on Information and Communication Technology. Advances in Intelligent Systems and Computing, vol 1041. Springer, Singapore, https://doi.org/10.1007/978-981-15-0637-6_39
2019
Vásquez, C., Crawford, B., Lemus-Romani, J., Astorga, G., Misra, S., Salas-Fernández, A. and Rubio, J. Galactic Swarm Optimization Applied to Reinforcement of Bridges by Conversion in Cable-Stayed Arch. In: Misra S. et al. (eds) Computational Science and Its Applications – ICCSA 2019. ICCSA 2019. Lecture Notes in Computer Science, vol 11623. Springer, Cham, https://doi.org/10.1007/978-3-030-24308-1_10
Valdivia, S., Crawford, B., Soto, R., Lemus-Romani, J., Astorga, G., Misra, S., Salas-Fernández, A., and Rubio, J. Bridges Reinforcement Through Conversion of Tied-Arch Using Crow Search Algorithm. In: Misra S. et al. (eds) Computational Science and Its Applications – ICCSA 2019. ICCSA 2019. Lecture Notes in Computer Science, vol 11623. Springer, Cham, https://doi.org/10.1007/978-3-030-24308-1_42
Carrasco, Ó., Crawford, B., Soto, R., Lemus-Romani, J., Astorga, G., Salas-Fernández, A. Optimization of Bridges Reinforcements with Tied-Arch Using Moth Search Algorithm. In: Ferrández, Vicente J., Álvarez-Sánchez, J., de la Paz López, F., Toledo Moreo, J., Adeli, H. (eds) From Bioinspired Systems and Biomedical Applications to Machine Learning. IWINAC 2019. Lecture Notes in Computer Science, vol 11487. Springer, Cham, https://doi.org/10.1007/978-3-030-19651-6_24
Crawford B., Soto R., Astorga G., Lemus-Romani, J., Salas-Fernández A. Self-configuring Intelligent Water Drops Algorithm for Software Project Scheduling Problem. In: Rocha Á., Ferrás C., Paredes M. (eds) Information Technology and Systems. ICITS 2019. Advances in Intelligent Systems and Computing, vol 918. Springer, Cham, https://doi.org/10.1007/978-3-030-11890-7_27
Artículos en conferencias
2021
Tapia, D., Crawford, B., Soto, R., Palma, W., Lemus-Romani, J., Cisternas-Caneo, F., Castillo, M., Becerra, M., Paredes, F. and Misra, S. Embedding Q-Learning in the selection of metaheuristic operators: The enhanced binary grey wolf optimizer case. In 2021 IEEE International Conference on Automation/XXIV Congress of the Chilean Association of Automatic Control (ICA-ACCA), 2021, pp. 1-6, modalidad virtual, https://doi.org/10.1109/ICAACCA51523.2021.9465259
2019
Crawford, B., Soto, R., Astorga, G., Lemus-Romani, J., Misra, S. and Rubio. J. An Adaptive Intelligent Water Drops Algorithm for Set Covering Problem. In 2019 19th International Conference on Computational Science and Its Applications (ICCSA), 2019, pp. 39-45, San Petesburgo, Rusia, https://doi.org/10.1109/ICCSA.2019.000-6
Lagos, F., Crawford, B., Soto, R., Lemus-Romani, J., Astorga, G., Salas-Fernández, A. and Rubio, J. Bridge Strengthening by Conversion to Tied-Arch Using Dragonfly Algorithm. In 2019 14th Iberian Conference on Information Systems and Technologies (CISTI), 2019, pp. 1-5, Coimbra, Portugal, https://doi.org/10.23919/CISTI.2019.8760936
Morales, A., Crawford, B., Soto, R., Lemus-Romani, J., Astorga, G., Salas-Fernández, A. and Rubio, J. Optimization of Bridges Reinforcement by Conversion to Tied Arch Using an Animal Migration Algorithm. In: Wotawa F., Friedrich G., Pill I., Koitz-Hristov R., Ali M. (eds) Advances and Trends in Artificial Intelligence. From Theory to Practice. IEA/AIE 2019. Lecture Notes in Computer Science, vol 11606. Springer, Cham, Graz, Austria, https://doi.org/10.1007/978-3-030-22999-3_70
Internos
2017
Desarrollo de turbinas eólicas de bajo costo. Pontificia Universidad Católica de Valparaíso. Grant N° 37.0/2017. Co-Investigador.
2019
Beca de Doctorado Nacional ANID, 2019.
2018
Beca INF-PUCV, 2017.
2018
Beca Postgrado PUCV, 2018.