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This scientific article evaluates the prediction of hydrometeorological variables, which refer to temperature, precipitation, and flow. The applied methodology is long-term bidirectional recurrent neural networks (BRNN) in a series of 40 years of study for a better perspective on the climatological conditions in Metropolitan Lima until the year 2050. The BRNN model is formed by a single series of past observations, which means that the model analyzes one variable simultaneously to project the next value in the sequence, and unlike other LSTM models, the bidirectional model can model complex and long-time series of sequences efficiently. The purpose of the model is to divide the neurons of a regular RNN into 2 directions, one of them is for the positive time direction (forward states), and one is for the negative time direction (reverse states). In addition, mean square error (MSE), root ...

ACKNOWLEDGMENT This work was financial supported by Concytec-The World Bank Project ”Improvement and Expansion of Services of the National System of Science, Technology and Technological Innovation” 8682-PE, through its executing unit Fondecyt under contract No. 054-2018-FONDECYT- BM-IADT-AV.Furthermore, the authors thank the support of the Pontificia Universidad Catolica del Peru and the Center for Autonomous Systems of the Sydney University of Technology for the support provided during the execution of the research project.

Resumen: El Museo Nacional, dirigido por Luis E. Valcárcel desde 1931, publicó la Revista del Museo Nacional a partir del año 1932. El presente volumen N° XIV, fue publicado en 1945. Contenido del Tomo XIV: “La Asistencia Social entre los Incas a través de la obra de Guamán Poma de Ayala”; por Dr. José Marroquín – “Las curaciones por las fuerzas del espíritu en la medicina aborigen”; por Dr. Juan B. Lastres – “La trepanación incana en la región del Cusco”; por Dr. Sergio A. Quevedo – “Los sufijos en la Toponimia”; por Carlos Auza Arce – “El estudio de comunidades”; por Gabriel Escobar M. -- “Sipas -Tarina o ciertas formas de cortejar a la mujer Quechua”; por J. M. B. Farfán – “La chicha en el distrito de San Sebastián”; por Jorge C. Muelle – “Pacarectambo - Apuntes de viaje”; por Jorge C. Muelle – “Indianische Kunst und Kultur�...