(84) Urraca, R., Huld, T., Martinez-de-Pison, F.J., Gonzalez-Sendino, R., Aldama, A., Ferreiro-Cabello, J., Fraile-Garcia, E., 2019. 
Hybrid methodology based on Bayesian optimization and GA-PARSIMONY to search for parsimony models by combining hyperparameter optimization and feature selection. Neurocomputing, 354, pp. 20-26. DOI: 10.1016/j.neucom.2018.05.136

(83) Fraile-Garcia, E., Ferreiro-Cabello, J., Pernia-Espinoza, A., Martinez-de-Pison, F.J., 2019. Technical-economic assessment of redesigned reinforced concrete pre-slabs: Incorporating corrugated cardboardStructural Concrete, 20 (4), pp. 1340-1349. DOI: 10.1002/suco.201800227

(82) Urraca, R., Antonanzas, J., Sanz-Garcia, A., Martinez-De-pison, F.J. 2019. Analysis of Spanish radiometric networks with the novel bias-based quality control (BQC) method.  Sensors (Switzerland), 19 (11), art. no. 2483. DOI: 10.3390/s19112483

(81) Pernia-Espinoza, A., Diegelmann, V., Escribano-Garcia, R., Fernandez-Ceniceros, J., Martinez-de-Pison, F.J., 2019. A novel hybrid strip finishing process to improve mechanical properties and reduce energy consumptionInternational Journal of Material Forming, 12 (1), pp. 27-43. DOI: 10.1007/s12289-018-1403-x

(80) Fraile-Garcia, E., Ferreiro-Cabello, J., Martínez De Pison, F.J., Pernia-Espinoza, A.V. 2019.Effects of design and construction on the carbon footprint of reinforced concrete columns in residential buildingsMateriales de Construccion, 69 (335), art. no. e193.


(79) Urraca, R., Huld, T., Gracia-Amillo, A., Martinez-de-Pison, F.J., Kaspar, F., Sanz-Garcia, A. 2018. Evaluation of global horizontal irradiance estimates from ERA5 an COSMO-REA6 reanalyses using ground and satellite-based data. Solar Energy 164, 339-354.

(78) Urraca, R., Huld, T., Lindfors, A.V., Riihelä, A., Martinez-de-Pison, F.J., Sanz-Garcia, A., 2018. Quantifying the amplified bias of PV system simulations due to uncertainties in solar radiation estimatesSolar Energy, 176, pp. 663-677. DOI: 10.1016/j.solener.2018.10.065

(77) Pernía-Espinoza, A., Fernandez-Ceniceros, J., Antonanzas, J., Urraca, R., Martinez-de-Pison, F.J., 2018. Stacking ensemble with parsimonious base models to improve generalization capability in the characterization of steel bolted components.  Applied Soft Computing Journal, 70, pp. 737-750. DOI: 10.1016/j.asoc.2018.06.005

(76) Urraca, R., Huld, T., Martinez-de-Pison, F.J., Sanz-Garcia, A. 2018. Sources of uncertainty in annual global horizontal irradiance data. Solar Energy, 170, pp. 873-884. DOI: 10.1016/j.solener.2018.06.005

(75) Ferreiro-Cabello, J., Fraile-Garcia, E., Martinez de Pison Ascacibar, E., Martinez de Pison Ascacibar, F.J., 2018. Metamodel-based design optimization of structural one-way slabs based on deep learning neural networks to reduce environmental impact. Engineering Structures, 155, pp. 91-101. 

(74) Antonazas, J. Urraca, R. Martinez-de-Pison, F.J., Antonanzas, F., 2018. Optimal solar tracking strategy to increase irradiance in the plane of the array under cloudy conditions: A study across Europe. Solar Energy 163, 122-130.


(73) Urraca, R., Gracia-Amillo, A.M., Huld, T. Martinez-De-Pisin, F.J., Trentmann, J., Lindfors, A.V., Riihelä, A., Sanz Garcia, A., 2017. Quality control of global solar radiation data with satellite-based products. Solar Energy 154, 49-62.

(72) Urraca, R., Sanz-Garcia, A., Fernandez-Ceniceros, J., Pernia-Espinoza, A., Martinez-De-Pison, F.J., 2017. Improving hotel room demand forecasting with a hybrid GA-SVR methodology based on skewed data transformation, feature selection and parsimony tuningLogic Journal of the IGPL, 25 (6), pp. 877-889. DOI: 10.1093/jigpal/jzx029

(71) Antonanzas, J., Pozo-Vázquez, D., Fernandez-Jimenez, L.A., Martinez-de-Pison, F.J., 2017. The value of day-ahead forecasting for photovoltaics in the Spanish electricity market. Solar Energy, 158, pp. 140-146. DOI: 10.1016/j.solener.2017.09.043

(70) Urraca, R., Gracia-Amillo, A.M., Koubli, E., Huld, T., Trentmann, J., Riihelä, A., Lindfors, A.V., Palmer, D., Gottschalg, R., Antonanzas-Torres, F., 2007.  Extensive validation of CM SAF surface radiation products over Europe. Remote Sensing of Environment 199, 171-186.

(69) Urraca, R., Sodupe-Ortega, E., Antonanzas, J., Antonanzas-Torres, F., Martínez-de-Pisón, F.J., 2017. Evaluation of a novel GA-based methodology for model structure selection: the GA-PARSIMONY. Neurocomputing 271, 9-17.

(68) Urraca, R., Martinez-de-Pison, E., Sanz-Garcia, A., Antonanzas, J., Antonanzas-Torres, F.,  2017. Estimation methods for global solar radiation: Case study evaluation of five different approaches in central Spain. Renewable and Sustainable Energy Reviews 77, 1098-1113. PDF


(67) Urraca, R., Pernía-Espinoza, A., Díaz, I., Sanz-Garcia, A., 2016. Practical methodology for validating constitutive models for the simulation of rubber compounds in extrusion process. International Journal of Advanced Manufacturing Technology. doi:10.1007/s00170-016-9537-9

(66) Ferreiro-Cabello, J., Fraile-Garcia, E., Martinez de Pison Ascacibar, E., Martinez de Pison Ascacibar, F.J., 2016. Minimizing greenhouse gas emissions and costs for structures with flat slabs. Journal of Cleaner Production, 137, pp. 922-930. DOI: 10.1016/j.jclepro.2016.07.153

(65) Antonanzas, J., Osorio, N., Escobar, R., Urraca, R., Martinez-de-Pison, F.J., Antonanzas-Torres, F., 2016. Review of photovoltaic power forecasting. Solar Energy 136, 78-111.PDF

(64) Martinez-De-Pison, E., Fernandez-Ceniceros, J., Pernia-Espinoza, A.V., Martinez-De-Pison, F.J., Sanz-Garcia, A., 2016,
Hotel Reservation Forecasting Using Flexible Soft Computing Techniques: A Case of Study in a Spanish Hotel.
 International Journal of Information Technology & Decision Making 15 (05), 1211-1234. PDF

(63) Urrejola, E., Antonanzas, J., Ayala, P., Salgado, M., Ramírez-Sagner, G., Cortés, C., Pino, A., Escobar, R., 2016. Effect of soiling and sunlight exposure on the performance ratio of photovoltaic technologies in Santiago, Chile. Energy Conversion and Management 114, 338-347.

(62) Alía-Martinez, M., Antonanzas, J., Urraca, R., Martinez-de-Pison, F.J., Antonanzas-Torres, 2016. Benchmark of algorithms for solar clear-sky detection. Journal of Renewable and Sustainable Energy 8, 033703. 

(61) Antonanzas-Torres, F., Antonanzas, J., Urraca, R., Alia-Martinez, M., Martinez-de-Pison, F.J., 2016Impact of atmospheric components on solar clear-sky models at different elevation: case study Canary Islands. Energy Conversion and Management 109, 122-129.

(60) Urraca, R., Antonanzas, J., Alia-Martinez, M., Martinez-de-Pison, F.J., Antonanzas-Torres,F. 2016Smart baseline models for solar irradiation forecasting. Energy Conversion and Management 108, 539-548  PDF

(59) Nunes, R., Faria, R., Antonanzas-Torres, F., Machado, L., Koury, R. N., 2016. Dynamic model and experimental validation for a gas cooler of a CO2 heat pump for heating residential water. Science and Technology for the Built Environment 22, 30-40.


(58) Sanz-Garcia, A., Fernandez-Ceniceros, J., Antonanzas-Torres, F., Pernia-Espinoza, A.V., Martinez-de-Pison, F.J., 2015.  GA-PARSIMONY: A GA-SVR approach with feature selection and parameter optimization to obtain parsimonious solutions for predicting temperature settings in a continuous annealing furnace. Applied Soft Computing 35, 23-38. PDF

(57) Ferreiro-Cabello, J., Fraile-Garcia, E., Martinez-de-Pison, E., Jimenez-Macias, E., 2015.  Structural alternatives with one-way slab in residential buildings. DYNA 90, 491-502. 

(56) Fraile-Garcia, E., Ferreiro-Cabello, Martinez-Camara, E., Jimenez-Macias, E., 2015.  Adaptation of methodology to select structural alternatives of one-way slab in residential building to the guidelines of the European Committee for Standarization (CEN/TC 350). Environmental Impact Assessment Review 55, 144-155. 

(55) Fraile-Garcia, E., Ferreiro-Cabello, J., Sodupe-Ortega, E., Sanz-Garcia, A., 2015.  Combined assessment of the environmental, economic and social impacts of structural solutions for residential construction. Informes de la Construcción 67 (539).

(54) Antonanzas, J. Alia-Martinez, M., Martinez-de-Pison, F.J., Antonanzas-Torres, F., 2015. Towards the hybridization of gas-fired power plants: a case study of Algeria. Renewable and Sustainable Energy Reviews 51, 116-124. PDF 

(53) Antonanzas, J., del Amo, A., Martinez-Gracia, A., Bayod-Rujula, A.A., Antonanzas-Torres, F., 2015. Towards the optimization of convective losses in photovoltaic-thermal panels. Solar Energy 116, 323-336. PDF

(52) Antonanzas, J., Urraca, R., Martinez-de-Pison, F.J., Antonanzas-Torres, F., 2015. Solar irradiation mapping with exogenous data from support vector regression machines estimations. Energy Conversion and Management 100, 380-390. PDF

(51) Urraca, R., Antonanzas, J., Martinez-de-Pison, F.J., Antonanzas-Torres, F., 2015. Estimation of solar global irradiation in remote areas. Journal of Renewable and Sustainable Energy 7,  023136. PDF

(50) Antonanzas-Torres, F., Urraca, R., Antonanzas, J., Fernandez-Ceniceros, J., Martinez-de-Pison, F.J., 2015. Generation of daily global solar irradiation with support vector machines for regression. Energy Conversion and Management 96, 277-286. PDF

(49) Fernandez-Ceniceros, J., Sanz-Garcia, A., Antonanzas-Torres, F., Martinez-de-Pison, F.J., 2015. A numerical-informational approach for characterising the ductile behaviour of the T-stub component. Part 2: Parsimonious soft-computing-based metamodel. Engineering Structures 82, 249-260. PDF

(48) Fernandez-Ceniceros, J., Sanz-Garcia, A., Antonanzas-Torres, F., Martinez-de-Pison, F.J., 2015. A numerical-informational approach for characterising the ductile behaviour of the T-stub component. Part 1: Refined finite element model and test validation. Engineering Structures 82, 236-248. PDF

(47) Fernandez-Ceniceros, J., Sanz-Garcia, A., Antonanzas-Torres, F., Martinez-de-Pison, F.J., 2015. Hybrid modeling of multilayer perceptron ensembles for predicting bolted lap joint response. Journal of Applied Logic 23, 451-462,


(46) Antonanzas-Torres, F., Martinez-de-Pison, F. J., Antonanzas, J., Perpinan, O., 2014Downscaling of global solar irradiation in complex areas in R. Journal of Renewable and Sustainable Energy 6, 063105. doi: 10.1063/1.4901539 PDF

(45) Antonanzas-Torres, F., Sanz-García, A., Martínez-de-Pisón, F.J., Antonanzas, J., Perpiñan, O., Polo, J., 2014. Towards downscaling of aerosol gridded dataset for improving solar resource assessment. Application to Spain. Renewable Energy 71, 534-544. PDF

(44) Polo, J., Antonanzas-Torres, F., Vindel, J.M., Ramirez, L., 2014. Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models. Renewable Energy 86, 785-792. PDF

(43) Antonanzas, J., Jimenez, E., Blanco, J., Antonanzas-Torres, F., 2014. Potential solar thermal integration is Spanish combined cycle gas turbines. Renewable and Sustainable Energy Reviews 37, 36-46. PDF


(42) Diegelmann, V., Zwickel, G., Ullrich, M. Gouveia, H., Weirauch, U., Boguslawsky, K., Pernia-Espinoza, A.V. , 2013. Novel method for setting the mechanical and topographic properties of strips within one process step.  Stahl und Eisen 133(11): 215-222.

(41) Antonanzas-Torres, F., Cañizares, F., Perpiñán, O., 2013. Comparative assessment of global irradiation from a satellite estimate model (CM SAF) and on-ground measurements (SIAR): a Spanish case study. Sustainable and Renewable Energy Reviews 21, 248-261. PDF

(40) Vindel, J.M., Polo, J., Antonanzas-Torres, F., 2013. Improving daily output of global to direct solar irradiance models with ground measurements. Journal of Renewable and Sustainable Energy 5 , 063123; doi: 10.1063/1.4850515 PDF

(39) Antonanzas-Torres, F., Sanz-García, A., Martínez-de-Pisón, F.J., Perpiñán, O., 2013. Evaluation and improvement of empirical models of global solar irradiation based on temperature and rainfall in northern Spain. Renewable Energy 60, 604-614. PDF

(38) Antonanzas-Torres, F., Martínez-de-Pisón, F.J., Antonanzas, J., Perpinan, O., 2013. Downscaling of global solar irradiation in R. arXiv:1311.7235v1 [] PDF

(37) Fernández-Ceniceros, J., Fernández-Martínez, R., Fraile-Garcia, E., Martínez-de-Pisón, F. J., 2013. Decision support model for one-way floor slab design: a sustainable approach. Automation in Construction 35, 460-470. PDF

(36) Fraile-García, E., Fernández-Ceniceros, J., Martínez-de-Pisón, E., Martínez-de-Pisón, F. J., 2013. Selection of one-way floor slabs based on technical, economic and sustainability criteria. Informes de la Construcción 65, 183-194. PDF

(35) González Marcos, A., Ordieres Meré, J.B., Alba Elías, F., Martínez de Pisón Ascacíbar, F.J., Castejón Limas, M., 2013. Advanced predictive system using artificial intelligence for cleaning of steel coils. Ironmaking & Steelmaking 41(4), 262-269.

(34) Sanz-Garcia, A., Antonanzas-Torres, F., Fernández-Ceniceros, J., Martínez-de-Pisón, F.J., 2013. Overall models based on ensemble methods for predicting continuous annealing furnace temperature settings. Ironmaking & Steelmaking 40, 51-60. PDF


(33) Sanz-García, A., Fernández-Ceniceros, J., Fernández-Martínez, R., Martínez-de-Pisón, F. J., 2012. Methodology based on genetic optimisation to develop overall parsimony models for predicting temperature settings on annealing furnace. Ironmaking & Steelmaking 41(2), 87-98. PDF-

(32) Sanz-García, A., Pernía-Espinoza, A. V., Fernández-Martínez, R., Martínez-de-Pisón-Ascacíbar, F. J., 2012. Combining genetic algorithms and the finite element method to improve steel industrial processes. Journal of Applied Logic 10(4), 298-308. PDF

(31) Martínez-de-Pisón, F. J., Sanz, A., Martínez-de-Pisón, E., Jiménez, E., Conti, D., 2012. Mining association rules from time series to explain failures in a hot-dip galvanizing steel line. Computers & Industrial Engineering 63, 22-36. PDF

(30) Escribano, R., Lostado, R., Martínez-de-Pisón, F. J., Pernía, A., Vergara, E., 2012. Modelling a skin-pass rolling process by means of data mining techniques and finite element method. Journal of Iron and Steel Research International 19 (5) 43-49. PDF

(29) Fernández-Martínez, R., Lostado, R., Fernández, J., Martínez-de-Pisón, F. J., 2012. Comparative analysis of learning and meta-learning algorithms for creating models for predicting the probable alcohol level during the ripening of grape berries. Computers and Electronics in Agriculture 80, 54-62. PDF


(28) Pernía, A., Martínez-de-Pisón, F. J., Ordieres, J., Alba, F., 2011. Realistic modelling and optimisation of steel section cooling process. Ironmaking & Steelmaking 38(1), 17-27. PDF

(27) Martínez-de-Pisón, F. J., Lostado, R., Pernía, A., Fernández, R., 2011. Optimising tension levelling process by means of genetic algorithms and finite element method. Ironmaking & Steelmaking 38(1), 45-52. PDF

(26) Fernández-Martínez, R., Martínez-de-Pisón-Ascacíbar, F. J., Pernía-Espinoza, A. V., Lostado-Lorza, R., 2011. Predictive modeling in grape berry weight during maturation process: comparison of data mining, statistical and artificial intelligence techniques. Spanish Journal of Agricultural Research 9(4), 1156-1167. PDF

(25) Lostado, R., Martínez-de-Pisón, F. J., Fernández, R., Fernández, J., 2011. Using genetic algorithms to optimize the material behavior model in finite element models of processes with cyclic loads. The Journal of Strain Analysis for Engineering Design 46(2), 143-159. PDF

(24) Sanz-García, A., Lostado, R., Pernía-Espinoza, A. V., Martínez-de-Pisón-Ascacíbar, F. J., 2011. Improving steel industrial processes using genetic algorithms and finite element method. Advances in Intelligent and Soft Computing, 87, 233-241. PDF

(23) Fernández-Martínez, R., Fernández-Ceniceros, J., Sanz-García, A., Lostado, R., Martínez-de-Pisón-Ascacíbar, F. J., 2011. Dimensionality reduction in a database related with viticulture crops using wrapper techniques. International Journal of Mathematical Models and Methods in Applied Sciences, 5 (5), 866-873. PDF

(22) Sanz-García, A., Martínez-de-Pisón-Ascacíbar, F. J.,Lostado, R., Fernández-Martínez, R.,Fernández-Ceniceros, J., 2011. Improving scheduling methodologies in a hot-dip galvanizing line combining non-linear projectors and clustering. International Journal of Mathematical Models and Methods in Applied Sciences, 5 (5), 890-898. PDF

(21) Martínez-de-Pisón-Ascacíbar, F. J., Celorrio, L., Pérez-de-la-Parte, M., Castejón, M., 2011. Optimising annealing process on hot dip galvanising line based on robust predictive models adjusted with genetic algorithms. Ironmaking & Steelmaking 38(3), 218-228. PDF

(20) Marchán E., Salcedo, J., Aza, T., FIgueras, L., Martínez de Pisón Ascacíbar, F.J., Guillén Rondón, P., 2011. Association rules for determining epidemiological risk factors of Chagas disease transmission. Revista de Ciencia e Ingeniería, 55-60.


(19) Fernández, J., Pernía, A., Martínez-de-Pisón, F. J., Lostado, R., 2010. Prediction models for calculating bolted connections using data mining techniques and the finite element method. Engineering Structures 32, 3018-3027. PDF

(18) Martínez-de-Pisón, F. J., Pernía, A. V., Blanco, J.,  González, A.,  Lostado, R., 2010. Control model for an elastomer extrusion process obtained via a comparative analysis of data mining and artificial intelligence techniques. Polymer-Plastics Technology and Engineering 49(8), 779-790PDF

(17) Pernía-Espinoza A., Martínez-de-Pisón, F. J., Martínez-de-Pisón, E., Blanco, J., 2010. Analysis of rail cooling strategies through numerical simulation with instant calculation of thermal expansion coefficient. Revista de Metalurgia 46(4), 308-319. PDF

(16) Martínez-de-Pisón, F.J., Pernía, A. V., González, A., López-Ochoa, L. M., Ordieres, J. B., 2010. Optimum model for predicting temperature settings on hot dip galvanising line. Ironmaking & Steelmaking 37(3), 187-194. PDF

(15) Martínez-de-Pisón, F. J., Pernía, A., Jiménez-Macías, E., Fernández, R., 2010. Overall model of the dynamic behaviour of the steel strip in an annealing heating furnace on a hot-dip galvanizing line. Revista de Metalurgia 46(5), 405-420. PDF

(14) Pernía, A., Martínez-de-Pisón, F. J., Ordieres, J., Alba, F., Blanco, J., 2010. Fine tuning straightening process using genetic algorithms and finite element methods. Ironmaking & Steelmaking 37(2), 119-125. PDF

(13) Ordieres-Meré, J., Martínez-de-Pisón-Ascacíbar, F. J., González-Marcos, A., Ortiz-Marcos, I., 2010. Comparison of models created for the prediction of the mechanical properties of galvanized steel coils. Journal of Intelligent Manufacturing 21, 403-421. PDF


(12) Lostado, R., Martínez-de-Pisón, F. J., Pernía, A., Alba, F., Blanco, J., 2009. Combining regression trees and the finite element method to define stress models of highly non-linear mechanical systems. The Journal of Strain Analysis for Engineering Design 44(6), 491-502. PDF


(11) Martínez-de-Pisón, F. J., Barreto, C., Pernía, A., Alba, F., 2008. Modelling of an elastomer profile extrusion process using support vector machines (SVM). Journal of Materials Processing Technology 197, 161–169. PDF

(10) González-Marcos, A., Ordieres-Meré, J. B., Pernía-Espinoza, A. V., Torre-Suárez V., 2008. Desarrollo de un cerrojo artificial para el skin-pass en una línea de acero galvanizado por inmersión en caliente. Revista de Metalurgia 44, 29-38. PDF


(9) Martínez-de-Pisón, F. J., Ordieres, J., Pernía, A., Alba, F., Torre, V., 2007. Reducción de problemas de adherencia en procesos de galvanizado mediante técnicas de minería de datos. Revista de Metalurgia 43(5), 325-336. PDF

(8) González-Marcos, A., Pernía Espinoza, A. V., Alba Elías F., García Forcada, A., 2007. A neural network-based approach for optimising rubber extrusion lines. International Journal of Computer Integrated Manufacturing 20(8), 828-837. PDF


(7) Martínez-de-Pisón, F., J., Alba-Elías, F., Castejón-Limas, M., González-Rodríguez, J. A., 2006. Improvement and optimisation of hot dip galvanising line using neural networks and genetic algorithms. Ironmaking & Steelmaking 33(4), 344-352. PDF

(6) Castejón Limas, M., Ordieres-Meré, J. B., Alba Elías, F., Martínez-de-Pisón-Ascacíbar, F. J., 2006. Knowledge discovery in rubber extrusion processes. WSEAS Transactions on Information Science and Applications 201-206. PDF


(5) Pernía-Espinoza, A. V., Ordieres-Meré, J. B., Martínez-de-Pisón, F. J., González-Marcos, A., 2005. TAO-robust back propagation learning algorithm. Neural Networks 18, 191-204. PDF

(4) Pernía-Espinoza, A., Castejón-Limas, M., González-Marcos, A., Lobato-Rubio, V., 2005. Steel annealing furnace robust neural network model. Ironmaking & Steelmaking 32(5), 418-426. PDF

(3) Ordieres-Meré, J. B. Alba-Elías, F., González-Marcos, A., Castejón-Limas, M., Martínez-de-Pisón, F. J., 2005. Methodologies based on data as useful tools to improve industrial processes.  WSEAS Transactions on Information Science and Applications 11(2), 1986-1893. PDF


(2) Castejón-Limas, M., Ordieres-Meré, J. B., Martínez-de-Pisón, F. J., Vergara-González, E. P., 2004. Outlier detection and data cleaning in multivariate non-normal samples: the PAELLA algorithm. Data Mining and Knowledge Discovery, 9, 171–187. PDF

(1) Ordieres-Mere, J.B., Gonzalez-Marcos, A., Gonzalez, J.A., Lobato Rubio, V., 2004. Estimation of mechanical properties of steel strip hot dip galvanising lines. Ironmaking & Steelmaking 31(1), 43-50. PDF(70) Urraca, R., Gracia-Amillo, A.M., Huld, T. Martinez-De-Pisin, F.J., Trentmann, J., Lindfors, A.V., Riihelä, A., Sanz Garcia, A., 2017. Quality control of global solar radiation data with satellite-based products.