LEADER 02611nam 2200493 450 001 9910484258703321 005 20210311102045.0 010 $a3-030-67474-6 024 7 $a10.1007/978-3-030-67474-8 035 $a(CKB)4100000011743117 035 $a(DE-He213)978-3-030-67474-8 035 $a(MiAaPQ)EBC6467018 035 $a(PPN)253254892 035 $a(EXLCZ)994100000011743117 100 $a20210311d2021 uy 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAdaptive approach to petroleum reservoir simulation /$fStanislav Ursegov, Armen Zakharian 205 $a1st ed. 2021. 210 1$aCham, Switzerland :$cSpringer,$d[2021] 210 4$dİ2021 215 $a1 online resource (IX, 86 p. 47 illus., 44 illus. in color.) 225 0 $aAdvances in Oil and Gas Exploration and Production,$x2509-3738 311 $a3-030-67473-8 327 $aIntroduction -- Value of information for reservoir simulation -- Contrasts between adaptive and deterministic models -- Alternatives for mathematical apparatus of adaptive simulation - neural networks and fuzzy logic -- Adaptive geological modeling -- Adaptive hydrodynamic modeling -- Adaptive forecasting -- Adaptive software system Cervart -- Conclusion. 330 $aThis book presents unique features of the adaptive modeling approach based on new machine learning algorithms for petroleum exploration, development, and production. The adaptive approach helps simulation engineers and geoscientists to create adequate geological and hydrodynamic models. This approach is proven to be a real alternative to traditional techniques, such as deterministic modeling. Currently, machine-learning algorithms grow in popularity because they provide consistency, predictiveness, and convenience. The primary purpose of this book is to describe the theoretical state of the adaptive approach and show some examples of its implementation in simulation and forecasting different reservoir processes. 410 0$aAdvances in Oil and Gas Exploration & Production,$x2509-372X 606 $aGeotechnical engineering 606 $aEngineering geology 615 0$aGeotechnical engineering. 615 0$aEngineering geology. 676 $a624.151 700 $aUrsegov$b Stanislav$01081687 702 $aZakharian$b Armen 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910484258703321 996 $aAdaptive approach to petroleum reservoir simulation$92850162 997 $aUNINA