José Manuel Fernández Jaramillo

Scientific Software · Machine Learning · Numerical Modelling

Publications

I have co-authored several peer-reviewed publications in the fields of coastal modelling, machine learning and environmental prediction systems.

Selected topics include:

  • Neural networks for wave height prediction
  • Hybrid statistical and ML models for environmental data
  • Data assimilation for storm surge models
  • Operational coastal information systems

Journal Articles

  • Method for layout optimization of coastal cage aquaculture systems in Southeast Asia Aquacultural Engineering, 2024, DOI: 10.1016/j.aquaeng.2024.102438
  • An artificial neural network‑based system for wave height prediction. Coastal Engineering Journal, 2023, DOI: 10.1080/21664250.2023.2190002.
  • Hybrid Multivariate Statistical and Neural Network Model to Predict Greenhouse Gas Emissions. Arabian Journal for Science and Engineering, 2021. DOI: 10.1007/s13369-021-06010-9
  • Hydrodynamic method for estimating production carrying capacity of coastal finfish cage aquaculture in Southeast Asia Aquacultural EngineeringAquacultural Engineering, 2020, DOI: 10.1016/j.aquaeng.2019.102038
  • Sample selection via angular distance in the space of the arguments of an artificial neural network. Computers & Geosciences, 2018. DOI: 10.1016/j.cageo.2018.02.003
  • Development of a coastal information system for the management of Jeddah coastal waters in Saudi Arabia. Computers & Geosciences, 2016. DOI: 10.1016/j.cageo.2015.12.006
  • Adjoint‑free four‑dimensional variational data assimilation for a storm surge model of the German North Sea. Ocean Dynamics, 2016. DOI: 10.1007/s10236-016-0962-y

Chapters / Conference

  • Development of a nowcasting modeling system for a study area on the German North Sea coast. Proceedings, 2009. World Scientific Publishing Company.

Reports

  • DARTIS Development of an Automated Real-Time Intelligent Information System for Early Warning and Preparedness of Offshore Oil and Gas Operations off the Coast of Israel (PDF).

Theses

  • Doctoral thesis: Development of an operational system for a coastal area on the German North Sea using artificial intelligence.
  • Master’s thesis: Modeling of the Temperature Distribution of the System of Reservoirs Porce II – Porce III. (Spanish)
  • Bachelor’s thesis: Analysis of tides by the method of harmonic decomposition. (Spanish)