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Zhi Dou

Hohai University

8 Focheng West Road

Jiangning District

Nanjing, 211100

China

SCHOLARLY PAPERS

10

DOWNLOADS

362

TOTAL CITATIONS

0

Scholarly Papers (10)

1.

Prediction of the seepage field for a groundwater inrush in a tunnel within a fault zone: Hybrid physically-informed neural network model with explicit uncertainty constraints via Monte Carlo dropout (MCHU-PINN)

Number of pages: 44 Posted: 26 Sep 2025
Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, affiliation not provided to SSRN and Hohai University
Downloads 64 (942,565)

Abstract:

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Explicit uncertainty condition, Groundwater inflow prediction, fault zone, Physically-informed neural network (PINN), Uncertainty quantification, Monte Carlo dropout

Simultaneous Identification of a Contamination Source and Hydraulic Conductivity Based on a Multimodal Direct Forward Machine Learning Model

Number of pages: 43 Posted: 04 Jun 2025
affiliation not provided to SSRN, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN, Hohai University and Hohai University
Downloads 33 (1,326,242)

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Groundwater contamination source identification, Groundwater contamination, Multimodal, Multimodal fusion

Simultaneous Identification of a Contamination Source and Hydraulic Conductivity Based on a Multimodal Direct Forward Machine Learning Model

Number of pages: 43 Posted: 19 Jun 2025
affiliation not provided to SSRN, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN, Hohai University and Hohai University
Downloads 25 (1,430,393)

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Groundwater contamination source identification, Groundwater contamination, Multimodal, Multimodal fusion

3.

Prediction of the Seepage Field for a Groundwater Inrush in a Tunnel within a Fault Zone: Hybrid Physics-Informed Neural Network Model with Explicit Uncertainty Constraints Via Monte Carlo Dropout (Mchu-Pinn)

Number of pages: 45 Posted: 14 Aug 2025
Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, affiliation not provided to SSRN and Hohai University
Downloads 53 (1,052,702)

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Explicit uncertainty condition, Groundwater inflow prediction, fault zone, physics-informed neural network (PINN), Uncertainty quantification, Monte Carlo dropout

Influence of the sand-clay interface on the spontaneous infiltration of DNAPL in the vadose zone

Number of pages: 42 Posted: 11 Oct 2025
affiliation not provided to SSRN, Hohai University, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN and Hohai University
Downloads 31 (1,371,100)

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DNAPL, Sand-clay interface, Vadose zone, Spontaneous infiltration, Nuclear magnetic resonance

Influence of the sand-clay interface on the spontaneous infiltration of DNAPL in the vadose zone

Number of pages: 42 Posted: 01 Dec 2025
affiliation not provided to SSRN, Hohai University, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN and Hohai University
Downloads 20 (1,525,626)

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DNAPL, Sand-clay interface, Vadose zone, Spontaneous infiltration, Nuclear magnetic resonance

5.

Solute Transport in 3D Fracture Networks: Modeling and Experiments on Geometry and Non-Fickian Behavior

Number of pages: 33 Posted: 30 Oct 2025
Hohai University, Hohai University, Hohai University, Hohai University, Hefei University of Technology and Hohai University
Downloads 35 (1,290,922)

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fracture network, 3D print, geometric parameters, non-Fickian solute transport, geometric connectivity, breakthrough curves

6.

Insights into the Relationship between Porous Media Heterogeneity Degree and Dnapl Multiscale Distribution Patterns Driven by Spontaneous Infiltration

Number of pages: 41 Posted: 04 Jun 2025
affiliation not provided to SSRN, Hohai University, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN and Hohai University
Downloads 31 (1,304,549)

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DNAPL, Multiscale distribution, Heterogeneity degree, Spontaneous infiltration, Nuclear magnetic resonance

7.

A Block-Based Modeling and Numerical Simulation Approach for Predicting and Controlling Groundwater Inrush in Deep Tunnels Through Fault-Karst Composite Strata

Number of pages: 45 Posted: 23 Sep 2025
Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, Hohai University and affiliation not provided to SSRN
Downloads 27 (1,359,097)

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geological fault zone, refined geological structure modeling, tunnel groundwater inflow, Numerical simulation, grouting scenarios

8.

Prediction of the Seepage Field for a Groundwater Inrush in a Tunnel within a Fault Zone: Hybrid Physically-Informed Neural Network Model with Explicit Uncertainty Constraints Via Monte Carlo Dropout (Mchu-Pinn)

Number of pages: 37 Posted: 13 Aug 2025
Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, Hohai University, affiliation not provided to SSRN and Hohai University
Downloads 26 (1,385,945)

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Explicit uncertainty condition, Groundwater inflow prediction, fault zone, Physically-informed neural network (PINN), Uncertainty quantification, Monte Carlo dropout

9.

Interfacial capillary barriers and direction-dependent DNAPL migration in vadose zone

Number of pages: 44 Posted: 10 Mar 2026
affiliation not provided to SSRN, Hohai University, affiliation not provided to SSRN, affiliation not provided to SSRN and Hohai University
Downloads 13 (1,526,714)

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DNAPL, Sand-clay interface, Vadose zone, Spontaneous infiltration, Nuclear magnetic resonance

10.

A Surrogate-Driven Progressive Look-Ahead Framework for Monitoring Network Design in Contaminated Aquifers

Number of pages: 58 Posted: 18 Jun 2026
affiliation not provided to SSRN, Hohai University, Polytechnic University of Milan, affiliation not provided to SSRN, Nanjing Hydraulic Research Institute and affiliation not provided to SSRN
Downloads 4

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monitoring network design, contaminated aquifers, hydrological digital twins, data assimilation, uncertainty reduction