air pollution monitoring in bilbao (spain): from diagnosis to prognosis using neural networks...

49
AIR POLLUTION MONITORING IN BILBAO (SPAIN): FROM DIAGNOSIS TO PROGNOSIS USING NEURAL NETWORKS Graphical display of BISTAPOF-CO predictions (mg/m 3 ) Dr. Gabriel Ibarra Berastegi UNIVERSITY OF THE BASQUE COUNTRY SPAIN [email protected] Research contract: 1/UPV 00149.345-E-15398/2003

Post on 19-Dec-2015

213 views

Category:

Documents


0 download

TRANSCRIPT

AIR POLLUTION MONITORING IN BILBAO (SPAIN): FROM DIAGNOSIS TO PROGNOSIS

USING NEURAL NETWORKS

Graphical display of BISTAPOF-CO predictions (mg/m3)

Dr. Gabriel Ibarra Berastegi

UNIVERSITY OF THE BASQUE COUNTRY

[email protected]

Research contract: 1/UPV 00149.345-E-15398/2003

BILBAO AREA: LOCATION OF SENSORS

Graphical display obtained using NN models followed by interpolation using kriging

EXPECTED PERFORMANCE BOUNDARIES IN THE SENSORS CORRESPONDING TO THE MODELS. IN OTHER POINTS, INTERPOLATION

ERROR (~5%) SHOULD BE ADDED TO RMSE