Jaime Gómez-Hernández

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Jaime Gómez-Hernández
Jaime in 2020
Born1960
Requena, Valencia, Spain
Alma materUniversitat Politècnica de València
Stanford University
Known forStochastic Hydrogeology
Inverse Modeling
AwardsPrince Sultan bin Abdulaziz International Prize for Water
EWRI Pioneers in Groundwater
William Christian Krumbein Medal
Technical University of Valencia Social Council Prize for Improving University Outreach
Prize for Research and Technology of Wastes
Scientific career
FieldsGeostatistics
Stochastic Hydrogeology
Inverse Modeling
Websitejgomez.webs.upv.es

J. Jaime Gómez-Hernández (born 1960) is a Spanish civil engineer specialized in geostatistics and hydrogeology. He is a full professor of hydraulic engineering at the School of Civil Engineering of the Technical University of Valencia. He was conferred the William Christian Krumbein Medal in 2020 from the International Association for Mathematical Geosciences.[1] He also received the 2020 Prince Sultan bin Abdulaziz International Prize for Water in the field of groundwater.[2]

Education[edit]

Biography[edit]

Born on 28 October 1960, in Requena, Spain, Gómez-Hérnandez earned his Civil Engineering Bachelor's degree from the Technical University of Valencia in 1983. After a year working for the Valencian delegation of the Spanish company EPTISA, where he implemented the first aquifer numerical models using just his ZX Spectrum connected to a portable TV, he moved to Stanford University in 1984 to pursue an MS in Applied Hydrogeology under the supervision of Irwin Remson of the Applied Earth Sciences Department. This was followed by a PhD at Stanford in Geostatistics for Natural Resources Characterization under the supervision of Andre Journel. Upon his return to Spain in 1990, he worked for the Spanish company EVREN as a civil engineer, and in 1994, he joined the School of Civil Engineering at the Technical University of Valencia as an associate professor. He became a full professor in 2000, the position at which he remains active.

Research[edit]

Gómez-Hernández's MS thesis (1987) dealt with the application of the Kalman filter for network design in aquifers.[3] 30 years later, he would supervise several PhD theses and publish a number of important papers on the use of the ensemble Kalman filter for inverse modeling in aquifers. His PhD thesis dealt with the use of geostatistics for the upscaling of hydraulic conductivity in heterogeneous aquifers.[4] Heterogeneity, aquifer characterization, and uncertainty quantification have been the main topics around which his research has revolved. His research can also be grouped into the following four main subjects:

Algorithm and code development[edit]

Gómez-Hernández developed for his PhD a stochastic simulation technique for random functions that was much more precise and versatile than other contemporary codes, and, more importantly, without limitations on the size of the realizations to be generated. This technique is included in the public domain codes ISIM3D[5] and GCOSIM3D.[6] These codes have been incorporated into commercial programs and have been used routinely by institutions such as the University of Arizona, the British Nuclear Waste Management Agency (NIREX), and the Polytechnic University of Catalonia.

Upscaling[edit]

The need to establish a link between laboratory measurements of parameters, such as permeability, and the values that should be used in mathematical models for large scale predictions is a central topic of Gómez-Hernández's PhD dissertation, out of which a new methodology for the characterization of the spatial variability of permeability at various scales was developed. In this field, he was the first to demonstrate the difference between block values and effective values and show that block values depend on the block size and are generally non-local.

The need of non-Gaussian models[edit]

Gómez-Hernández proposed a paradigm shift in describing how the parameters that control groundwater flow and solute transport are spatially distributed in the subsurface. His 1998 paper, "To be or not to be multi-Gaussian?"[7] proposed a radical change in the way of understanding and modeling the subsurface. For two decades, a Gaussian model had been used to describe the heterogeneity of aquifers, and a large body of research had been built on the hypothesis that hydraulic conductivity distributions are Gaussian. His paper demonstrated the potentially harmful implications of adopting a Gaussian model and proposed a new one.

Stochastic inverse modeling[edit]

Gómez-Hernández also proposed a paradigm shift in modeling the transport of dissolved solutes in groundwater. In 1992, as a member of the INTRAVAL project—financed by a pool of nuclear waste management agencies—whose objective was the validation of codes for flow and transport in the subsurface, he detected a serious error in the simulation of scenarios of failure. He pointed out that predictions of waste residual movement should not be made using “mean permeabilities”, but that predictions should instead be made using realistic distributions of permeabilities before calculating mean values. That shift in focus has become critical today for making predictions of solute transport in any context and for evaluating the uncertainty of those predictions. He demonstrated the need for this change of paradigm in his 1994 article, "Probabilistic assessment of travel times",[8] and then developed a new inverse modeling technique, which appeared in a series of three articles collectively titled, "Stochastic simulation of transmissivity fields".[9][10][11] The proposed method, coined as the "self-calibrating method", was the most efficient method in aquifer inverse modeling during a code intercomparison exercise promoted by the US Sandia National Laboratories. The results of this benchmarking exercise are collected in the 1998 article, "A comparison of seven geostatistically-based inverse approaches."[12]

As a result of this paradigm shift from traditional inverse modeling to stochastic inverse modeling, Gómez-Hernández has focused on the development of new techniques that would improve the results of the self-calibrating method. A number of his more recent papers demonstrate the applicability of the ensemble Kalman filter to this task, of which a seminal one is the 2011 article, "An approach to handling non-Gaussianity on parameters".[13]

Awards[edit]

References[edit]

  1. ^ "IAMG Newsletter 99" (PDF). 13 August 2021. Archived from the original (PDF) on 28 September 2021. Retrieved 28 September 2021.
  2. ^ "Groundwater Prize – 9th Award".
  3. ^ Gómez-Hernández, J. Jaime (1988). Dynamic Network Design for Estimation of Groundwater Flow and Mass Transport in a One-Dimensional Aquifer Using the Kalman Filter (PDF). Stanford: Stanford University.
  4. ^ Gómez-Hernández, J. Jaime (1990). A Stochastic Approach to the Simulation of Block Conductivity Fields Conditioned to Data Measured at a Smaller Scale (PDF). Stanford: Stanford University.
  5. ^ Gómez-Hernández, J. Jaime; Mohan Srivastava, R. (1990). "ISIM3D: An ANSI-C three-dimensional multiple indicator conditional simulation program". Computers & Geosciences. 16 (4): 395–440. Bibcode:1990CG.....16..395J. doi:10.1016/0098-3004(90)90010-Q.
  6. ^ Gómez-Hernández, J. Jaime; Journel, André G. (1993), Soares, Amilcar (ed.), "Joint Sequential Simulation of MultiGaussian Fields", Geostatistics Tróia ’92, Quantitative Geology and Geostatistics, vol. 5, Dordrecht: Springer Netherlands, pp. 85–94, doi:10.1007/978-94-011-1739-5_8, ISBN 978-0-7923-2157-6, retrieved 21 July 2021
  7. ^ Gómez-Hernández, J. Jaime; Wen, Xian-Huan (1998). "To be or not to be multi-Gaussian? A reflection on stochastic hydrogeology". Advances in Water Resources. 21 (1): 47–61. Bibcode:1998AdWR...21...47G. doi:10.1016/S0309-1708(96)00031-0.
  8. ^ Gómez-Hernández, J. J.; Wen, X. -H. (1994). "Probabilistic assessment of travel times in groundwater modeling". Stochastic Hydrology and Hydraulics. 8 (1): 19–55. Bibcode:1994SHH.....8...19G. doi:10.1007/BF01581389. ISSN 0931-1955. S2CID 123324993.
  9. ^ Gómez-Hernández, J. Jaime; Sahuquillo, Andrés; Capilla, José E. (1997). "Stochastic simulation of transmissivity fields conditional to both transmissivity and piezometric data—I. Theory". Journal of Hydrology. 203 (1–4): 162–174. Bibcode:1997JHyd..203..162J. doi:10.1016/S0022-1694(97)00098-X.
  10. ^ Capilla, José E.; Gómez-Hernández, J. Jaime; Sahuquillo, Andrés (1997). "Stochastic simulation of transmissivity fields conditional to both transmissivity and piezometric data 2. Demonstration on a synthetic aquifer". Journal of Hydrology. 203 (1–4): 175–188. Bibcode:1997JHyd..203..175C. doi:10.1016/S0022-1694(97)00097-8.
  11. ^ Capilla, José E.; Gömez-Hernández, J. Jaime; Sahuquillo, Andrés (1998). "Stochastic simulation of transmissivity fields conditional to both transmissivity and piezometric head data—3. Application to the Culebra formation at the Waste Isolation Pilot Plan (WIPP), New Mexico, USA". Journal of Hydrology. 207 (3–4): 254–269. Bibcode:1998JHyd..207..254C. doi:10.1016/S0022-1694(98)00138-3.
  12. ^ Zimmerman, D. A.; de Marsily, G.; Gotway, C. A.; Marietta, M. G.; Axness, C. L.; Beauheim, R. L.; Bras, R. L.; Carrera, J.; Dagan, G.; Davies, P. B.; Gómez-Hernández, J. Jaime (1998). "A comparison of seven geostatistically based inverse approaches to estimate transmissivities for modeling advective transport by groundwater flow". Water Resources Research. 34 (6): 1373–1413. Bibcode:1998WRR....34.1373Z. doi:10.1029/98WR00003.
  13. ^ Zhou, Haiyan; Gómez-Hernández, J. Jaime; Hendricks Franssen, Harrie-Jan; Li, Liangping (2011). "An approach to handling non-Gaussianity of parameters and state variables in ensemble Kalman filtering". Advances in Water Resources. 34 (7): 844–864. Bibcode:2011AdWR...34..844Z. doi:10.1016/j.advwatres.2011.04.014. hdl:10251/30483.
  14. ^ "Pioneers in Groundwater Award". www.asce.org. Retrieved 9 June 2022.
  15. ^ "Jaime Gómez recibe el premio "EWRI Pioneers in Groundwater 2022" de la ASCE | iAgua". 9 June 2022. Archived from the original on 9 June 2022. Retrieved 9 June 2022.
  16. ^ "Pioneers in Groundwater Award | ASCE". 15 September 2022. Archived from the original on 15 September 2022. Retrieved 15 September 2022.
  17. ^ "Top 50 Awarded Spaniards". Forbes. Archived from the original on 13 December 2021. Retrieved 21 December 2021.
  18. ^ "IAMG Newsletter 101" (PDF). 13 August 2021. Archived from the original (PDF) on 13 August 2021. Retrieved 28 September 2021.
  19. ^ a b "J. Jaime Gómez-Hernández's Publons profile". publons.com. Retrieved 28 September 2021.
  20. ^ "Diario Oficial Generalitat Valenciana de 23 de julio de 1999" (PDF). 28 September 2021. Archived from the original (PDF) on 28 September 2021. Retrieved 28 September 2021.
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