In this work we have proposed a method based on neural networks to directly retrieve dry and wet refractivity and dry pressure profiles in troposphere (which in turn can be used to obtain temperature and humidity profiles) by using COSMIC GPS radio occultation (RO) data. To overcome the constraint of an independent knowledge of one atmospheric parameter at each GPS occultation, we trained different neural networks with refractivity profiles as input, while the targets were the dry and wet refractivity profiles and the dry pressure profiles obtained from the ECMWF data. Finally, selecting two cases, we have compared the estimated profiles, for each neural network approach, with the corresponding radiosounding profiles.
Estimation of tropospheric profiles using COSMIC GPS radio occultation data with neural networks [Stima di profili troposferici da Radio Occultamento GPS COSMIC tramite reti neurali] / F., Pelliccia; S., Bonafoni; P., Basili; Anniballe, Roberta; Pierdicca, Nazzareno; P., Ciotti. - In: RIVISTA ITALIANA DI TELERILEVAMENTO. - ISSN 1129-8596. - 41:(2009), pp. 23-38. [10.5721/ItJRS20094132]
Estimation of tropospheric profiles using COSMIC GPS radio occultation data with neural networks [Stima di profili troposferici da Radio Occultamento GPS COSMIC tramite reti neurali]
ANNIBALLE, ROBERTA;PIERDICCA, Nazzareno;
2009
Abstract
In this work we have proposed a method based on neural networks to directly retrieve dry and wet refractivity and dry pressure profiles in troposphere (which in turn can be used to obtain temperature and humidity profiles) by using COSMIC GPS radio occultation (RO) data. To overcome the constraint of an independent knowledge of one atmospheric parameter at each GPS occultation, we trained different neural networks with refractivity profiles as input, while the targets were the dry and wet refractivity profiles and the dry pressure profiles obtained from the ECMWF data. Finally, selecting two cases, we have compared the estimated profiles, for each neural network approach, with the corresponding radiosounding profiles.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.