固体地球科学(S)
セッション小記号 固体地球科学複合領域・一般(CG)
セッションID S-CG54
タイトル 和文 Bridging Pore to Reservoir Scales: Advances in AI, Theory, Measurement, Simulation of Flow&Transport
英文 Bridging Pore to Reservoir Scales: Advances in AI, Theory, Measurement, Simulation of Flow&Transport
タイトル短縮名 和文 Bridging Pore to Reservoir Scale Physics
英文 Bridging Pore to Reservoir Scale Physics
代表コンビーナ 氏名 和文 澤山 和貴
英文 Kazuki Sawayama
所属 和文 京都大学大学院理学研究科附属地球熱学研究施設
英文 Institute for Geothermal Sciences, Graduate School of Science, Kyoto University
共同コンビーナ 1 氏名 和文 Behzad Ghanbarian
英文 Behzad Ghanbarian
所属 和文 University of Texas at Arlington
英文 University of Texas at Arlington
共同コンビーナ 2 氏名 和文 石塚 師也
英文 Kazuya Ishitsuka
所属 和文 京都大学大学院 工学研究科
英文 Kyoto University
共同コンビーナ 3 氏名 和文 緒方 奨
英文 Sho Ogata
所属 和文 国立大学法人 大阪大学
英文 The University of Osaka
発表言語 E
スコープ 和文
Flow and transport through porous and fractured media are fundamental to many challenges in earth science and geological engineering. Yet, capturing the governing physics across scales, from pores to reservoirs, remains a formidable task due to complex heterogeneity, nonlinear processes, and scale-dependent behavior. This session invites contributions that advance our predictive understanding of porous and fractured systems through innovative use of imaging, theory, simulation, and artificial intelligence. We particularly welcome studies that bridge scales, address heterogeneity, quantify uncertainty, and demonstrate applications to real-world systems, such as hydrothermal/enhanced geothermal energy, groundwater, soils, energy materials, hydrocarbon production and subsurface storage.
Topics of interest include (but are not limited to):
- Pore-scale imaging and simulation of flow, transport, and other physical processes (Digital Rock Physics)
- Upscaling/homogenization/multiscale theoretical frameworks
- AI-based surrogate modeling and discovery
- Coupled processes (thermal, mechanical, hydraulic, chemical, biological) across scales
- Validation, uncertainty quantification, and comparison with experiments or field data
- Application domains: geothermal/volcanism, groundwater, environmental remediation, carbon sequestration, energy materials, etc.
英文
Flow and transport through porous and fractured media are fundamental to many challenges in earth science and geological engineering. Yet, capturing the governing physics across scales, from pores to reservoirs, remains a formidable task due to complex heterogeneity, nonlinear processes, and scale-dependent behavior. This session invites contributions that advance our predictive understanding of porous and fractured systems through innovative use of imaging, theory, simulation, and artificial intelligence. We particularly welcome studies that bridge scales, address heterogeneity, quantify uncertainty, and demonstrate applications to real-world systems, such as hydrothermal/enhanced geothermal energy, groundwater, soils, energy materials, hydrocarbon production and subsurface storage.
Topics of interest include (but are not limited to):
- Pore-scale imaging and simulation of flow, transport, and other physical processes (Digital Rock Physics)
- Upscaling/homogenization/multiscale theoretical frameworks
- AI-based surrogate modeling and discovery
- Coupled processes (thermal, mechanical, hydraulic, chemical, biological) across scales
- Validation, uncertainty quantification, and comparison with experiments or field data
- Application domains: geothermal/volcanism, groundwater, environmental remediation, carbon sequestration, energy materials, etc.
発表方法 口頭および(または)ポスターセッション
時間 講演番号 タイトル 発表者
口頭発表 5月27日 AM1
9:00 - 9:15 SCG54-01 A new theoritical model for permeability of rough-walled microfractures 澤山 和貴
9:15 - 9:30 SCG54-02 Pore-Scale Reactive Transport Modeling of Mechanical Weakening in Hydrothermally Altered Basalt: A Lattice Boltzmann Approach Ahmad Wadi Muntashir
9:30 - 9:45 SCG54-03 Experimental evaluation of evolution in permeability of granite fracture induced by water–rock geochemical reactions under subcritical-supercritical geothermal conditions 緒方 奨
9:45 - 10:00 SCG54-04 Fourier Neural Operator Surrogate Model for Robust and Fast Modeling in Geothermal Reservoirs 武村 僚太
10:00 - 10:15 SCG54-05 Machine Learning Surrogate Modeling of Numerical Simulations for Fault-Controlled Geothermal Reservoirs Nazir Mafakheri Bashmagh
10:15 - 10:30 SCG54-06 Numerical experiments of crack closure and its influence on elastic and electrical properties 渡辺 了
講演番号 タイトル 発表者
ポスター発表 5月27日 PM3
SCG54-P01 Role of Subsurface Thermal Heterogeneity in Optimizing Borehole Thermal Energy Storage Performance Liangping Li
SCG54-P02 Percolation threshold and backbone fraction of three-dimensional networks of circular cracks 臼井 嘉哉
SCG54-P03 Atomistic Elucidation of CO2-Water Interfacial Properties via Machine Learning Molecular Dynamics 内田 匡美
SCG54-P04 敵対的生成ネットワークを用いたデジタルロックの3次元超解像:九重火山溶岩への適用 澤山 和貴
SCG54-P05 阿蘇火山地域の地表・掘削試料の物性計測から推察される空隙内部構造と観測物性値の関係 澤山 和貴
SCG54-P06 Simulation of fluid flow in fractured rocks using a graph transformer neural operator and its application to characterizing effective permeability 石塚 師也