MISDc_Python

Python implementation of MISDc rainfall-runoff model (with examples and data)

The code name is "MILc_2.py" as it is the lumped version of the code (1 soil layer)

References

1. Brocca, L., Zhao, W., Lu, H. (2023). High-resolution observations from space to address new applications in hydrology. The Innovation, 4(3), 100437, doi:10.1016/j.xinn.2023.100437. https://doi.org/10.1016/j.xinn.2023.100437.
2. Tramblay, Y., El Khalki Mahdi, Ciabatta, L., Camici, S., Hanich, L., El Mehdi Saidi, M., Ezzahouani, A., Benaabidate, L., Mahé, G., Brocca, L. (2023). River runoff estimation with satellite rainfall in Morocco. Hydrological Sciences Journal, 68(3), 474-487, doi:10.1080/02626667.2023.2171295. https://doi.org/10.1080/02626667.2023.2171295
3. Almagro, A., Tarso, P., Brocca, L. (2021). Assessment of near real-time satellite rainfall products on estimating river discharge and hydrologic signatures in Brazilian catchments. Journal of Hydrology, 603, 126897, doi:10.1016/j.jhydrol.2021.126897. https://doi.org/10.1016/j.jhydrol.2021.126897
4. De Santis, D., Massari, C., Crow, W.T., Camici, S., Modanesi, S., Brocca, L., Biondi, D. (2021). Assimilation of Satellite Soil Moisture Products for River Flow Prediction: An Extensive Experiment over 700 Catchments throughout Europe. Water Resources Research, 57(6), e2021WR029643, doi:10.1029/2021WR029643. https://doi.org/10.1029/2021WR029643
5. Brocca, L., Massari, C., Pellarin, T., Filippucci, P., Ciabatta, L., Camici, S., Kerr, Y.H., Fernández-Prieto, D. (2020). River flow prediction in data scarce regions: soil moisture integrated satellite rainfall products outperform rain gauge observations in West Africa. Scientific Reports, 10, 12517, doi:10.1038/s41598-020-69343-x. https://doi.org/10.1038/s41598-020-69343-x
6. Camici, S, Massari, C., Ciabatta, L., Marchesini, I., Brocca, L. (2020). Which rainfall metric is more informative about the flood simulation performance? A comprehensive assessment on 1318 basins over Europe. Hydrology and Earth System Sciences, 24, 4869–4885, doi:10.5194/hess-24-4869-2020. https://doi.org/10.5194/hess-24-4869-2020
7. Cislaghi, A., Masseroni, D., Massari, C., Camici, S., Brocca, L. (2020). Combining rainfall-runoff model and regionalization approach for flood and water resource assessment in the western Po-Valley (Italy). Hydrological Science Journal, 65(3), 348-370, doi:10.1080/02626667.2019.1690656. https://doi.org/10.1080/02626667.2019.1690656
8. Belabid, N., Xhao, F., Brocca, L., Huang, Y., Tan, Y. (2019). Near real-time flood forecasting based on satellite precipitation products. Remote Sensing, 11(3), 252, doi:10.3390/rs11030252. https://doi.org/10.3390/rs11030252
9. Camici, S., Ciabatta, L., Massari, C., Brocca, L. (2018). How reliable are satellite precipitation estimates for driving hydrological models: a verification study over the Mediterranean area. Journal of Hydrology, 563, 950-961, doi:10.1016/j.jhydrol.2018.06.067. https://doi.org/10.1016/j.jhydrol.2018.06.067
10. Loizu, J., Massari, C., Álvarez-Mozos, J., Tarpanelli, A., Brocca, L., Casalí, J. (2018). On the assimilation set-up of ASCAT soil moisture data for improving streamflow catchment simulation. Advances in Water Resources, 111, 86-104, doi: 10.1016/j.advwatres.2017.10.034. https://doi.org/10.1016/j.advwatres.2017.10.034
11. Massari, C., Camici, S., Ciabatta, L., Brocca, L. (2018). Exploiting satellite-based surface soil moisture for flood forecasting in the Mediterranean area: state update versus rainfall correction. Remote Sensing, 10(2), 292, doi: 10.3390/rs10020292. https://doi.org/10.3390/rs10020292
12. Camici, S., Brocca, L., Moramarco, T. (2017). Accuracy versus variability of climate projections for flood assessment in central Italy. Climatic Change, 141(2), 273-286, doi:10.1007/s10584-016-1876-x. http://dx.doi.org/10.1007/s10584-016-1876-x
13. Masseroni, D., Cislaghi, A., Camici, S., Massari, C., Brocca, L. (2017). A reliable rainfall-runoff model for flood forecasting: review and application to a semiurbanized watershed at high flood risk in Italy. Hydrology Research, 48(3), 726-740, doi:10.2166/nh.2016.037. http://dx.doi.org/10.2166/nh.2016.037
14. Ciabatta, L., Brocca, L., Massari, C., Moramarco, T., Gabellani, S., Puca, S., Wagner, W. (2016). Rainfall-runoff modelling by using SM2RAIN-derived and state-of-the-art satellite rainfall products over Italy. International Journal of Applied Earth Observation and Geoinformation, 48, 163-173, doi:10.1016/j.jag.2015.10.004. http://dx.doi.org/10.1016/j.jag.2015.10.004
15. Massari, C., Brocca, L., Tarpanelli, A., Moramarco, T. (2015). Data assimilation of satellite soil moisture into rainfall-runoff modelling: a complex recipe? Remote Sensing, 7(9), 11403-11433, doi:10.3390/rs70911403. http://dx.doi.org/10.3390/rs70911403
16. Tayfur, G., Brocca, L. (2015). Fuzzy logic for rainfall-runoff modelling considering soil moisture. Water Resources Management, 29(10), 3519-3533, doi:10.1007/s11269-015-1012-0. http://dx.doi.org/10.1007/s11269-015-1012-0
17. Camici, S., Brocca, L., Melone, F., Moramarco, T. (2014). Impact of climate change on flood frequency using different climate models and downscaling approaches. Journal of Hydrologic Engineering, 19(8), 04014002, doi:10.1061/(ASCE)HE.1943-5584.0000959. http://dx.doi.org/10.1061/(ASCE)HE.1943-5584.0000959
18. Brocca, L., Liersch, S., Melone, F., Moramarco, T., Volk, M. (2013). Application of a model-based rainfall-runoff database as efficient tool for flood risk management. Hydrology and Earth System Sciences, 17, 3159-3169, doi:10.5194/hess-17-3159-2013. http://dx.doi.org/10.5194/hess-17-3159-2013
19. Brocca, L., Melone, F., Moramarco, T., Penna, D., Borga, M., Matgen, P., Gumuzzio, A., Martinez-Fernández, J., Wagner, W. (2013). Detecting threshold hydrological response through satellite soil moisture data. Die Bodenkultur, 64(3-4), 7-12. http://www.boku.ac.at/diebodenkultur/volltexte/sondernummern/band-64/heft-3-4/brocca.pdf
20. Brocca, L., Moramarco, T., Melone, F., Wagner, W., Hasenauer, S., Hahn, S. (2012). Assimilation of surface and root-zone ASCAT soil moisture products into rainfall-runoff modelling. IEEE Transactions on Geoscience and Remote Sensing, 50(7), 2542-2555, doi:10.1109/TGRS.2011.2177468. http://dx.doi.org/10.1109/TGRS.2011.2177468
21. Brocca, L., Melone, F., Moramarco, T. (2011). Distributed rainfall-runoff modelling for flood frequency estimation and flood forecasting. Hydrological Processes, 25 (18), 2801-2813, doi:10.1002/hyp.8042. http://dx.doi.org/10.1002/hyp.8042
22. Brocca, L., Melone, F., Moramarco, T., Penna, D., Borga, M., Matgen, P., Heitz, S. (2011). Investigation of the hydrologic response of three experimental basins across Europe. Die Bodenkultur, 62(1-4), 31-37. http://www.boku.ac.at/diebodenkultur/volltexte/band-62/heft-1-4/brocca.pdf
23. Camici, S., Tarpanelli, A., Brocca, L., Melone, F., Moramarco, T. (2011). “Design soil moisture” estimation by comparing continuous and storm-based rainfall-runoff modelling. Water Resources Research, 47, W05527, doi:10.1029/2010WR009298. http://dx.doi.org/10.1029/2010WR009298
24. Brocca, L., Melone, F., Moramarco, T., Wagner, W., Naeimi, V., Bartalis, Z., Hasenauer, S. (2010). Improving runoff prediction through the assimilation of the ASCAT soil moisture product. Hydrology and Earth System Sciences, 14, 1881-1893, doi:10.5194/hess-14-1881-2010. http://dx.doi.org/10.5194/hess-14-1881-2010
25. Brocca, L., Barbetta, S., Melone, F., Moramarco, T. (2010). A continuous rainfall-runoff model derived from investigations on a small experimental basin. IAHS Publ. 336, 179-185, ISBN: 978-1-907161-08-7, 316. http://iahs.info/redbooks/a336/abs_336_0179.pdf