Bruno Brentan
Dr.-Ing Hydraulic
  • brentan@ehr.ufmg.br
Linkedin-in
Education
  • University of Campinas (Unicamp, Brazil)

PhD in Civil Engineering, at research field of Water Distribution Systems Analysis

  • University of Campinas (Unicamp, Brazil) February/2014

Master of Science and PhD in Civil Engineering at research field of Water Distribution Systems Analysis

  • University of Campinas (Unicamp, Brazil) July/2012

Bachelor in Civil Engineering with emphasis in Water, Energy and Environmental Resources

Skills & Highlights
  • Programming languages
    C,
    C++,
    C#,
    Matlab,
    R Studio
  • Development environment
    Visual Studio 2013 – 2015
    Team Foundation Server
    DevC++
    CodeBlocks
  • Statistical Tools

Neural Networks for time series forecasting, patter recognition and classification:

o Multi-Layer Perceptron (MLP);
o Non-linear Autoregressive with exogenous (NARX);
o Self-organizing maps (SOM), Radial Base function network (RBF);
o Adaptive neuro-fuzzy inference systems (ANFIS)


Machine learning

o Support Vector Machine and regression (SVM, SVR);
o Random Forest (RF);
o Group Method for Data Handling (GMDH)
o Kalman Filter (Extended and Unscented)

  • Hydraulic tools and software

Epanet Toolkit
WaterCAD and WaterGEMS
Hammer

  • Languages

Portuguese (native)
English (Can read, listen well and write and talk intermediate)
Spanish (Can read, listen and talk well and write intermediate)
German (Can read, listen well, write and talk intermediate)