Evidence map›Paper›PMID 40360669›Full record

ArticleScientific reports2025

Integrating experimental and numerical approaches to simulate viscous debris flows using an HBP-SPH framework.

Nikhil Kumar Pandey, Neelima Satyam, Benjamin Basumatary

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Nikhil Kumar PandeyGeohazards Research Lab, Department of Civil Engineering, Indian Institute of Technology Indore, Indore, 453552, Madhya Pradesh, India.ORCID http://orcid.org/0000-0002-3438-8387
Neelima SatyamGeohazards Research Lab, Department of Civil Engineering, Indian Institute of Technology Indore, Indore, 453552, Madhya Pradesh, India. neelima.satyam@iiti.ac.in.ORCID http://orcid.org/0000-0002-5434-0671
Benjamin BasumataryGeohazards Research Lab, Department of Civil Engineering, Indian Institute of Technology Indore, Indore, 453552, Madhya Pradesh, India.ORCID http://orcid.org/0009-0009-3551-9762

Funding

Department of Science and Technology, Ministry of Science and Technology, India SPF/2022/000037
6 · The paper itself

Abstract

Accurately modeling debris flow behavior remains challenging, particularly for highly viscous flows, due to limitations in conventional rheological models and uncalibrated field data. This study integrates the Herschel-Bulkley-Papanastasiou (HBP) model with Smoothed Particle Hydrodynamics (SPH) using the DualSPHysics framework, combining numerical simulations with experimental and field investigations to improve debris flow modeling. A flume-based experimental setup was used to analyze flow initiation, velocity evolution, and deposition patterns under controlled conditions, providing crucial calibration data for the numerical model. Geotechnical and geophysical site investigations further refined key rheological parameters, ensuring accurate representation of material behavior. The calibrated model was then applied to the 2020 Pettimudi debris flow in Kerala, India, capturing key flow characteristics such as a peak velocity of 16 m/s, hydrodynamic pressures of 80-200 kPa, and a deposition width of 110 m. These predictions were validated through field surveys and historical data, demonstrating the model's reliability in replicating real-world debris flow behavior. The study highlights the effectiveness of SPH combined with the HBP model in addressing limitations in traditional methods, providing a flexible and scalable framework for simulating debris flows. The methodology offers valuable insights into flow mechanics and has significant potential for hazard assessment, mitigation planning, and back-analysis of past debris flows in vulnerable regions worldwide This study highlights the novelty of integrating experimental, numerical, and field-based approaches to improve debris flow modeling. The findings demonstrate that SPH, combined with the HBP model, provides a flexible framework for simulating viscous debris flows, addressing limitations in traditional methods.

Indexed as

DepositionFlow heightFlume setupHBPPettimudiRheologyViscosity

Identifiers

PMID40360669
PMCPMC12075590

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.