Maruti K. Mudunuru

PFLOTRAN MEND Process Model for MONet

Lead Institution

Pacific Northwest National Laboratory

Principal Investigator

Glenn Hammond

The proposed research will incorporate a modular and customizable soil carbon process model (based on the MEMS and MEND soil organic matter models) within the open source PFLOTRAN simulator. The…

SoilTwin – A digital twin for efficient and accurate upscaling of soil data to PFLOTRAN

Lead Institution

Pacific Northwest National Laboratory

Principal Investigator

Maruti K. Mudunuru

Our project aims to develop a simple digital twin, “SoilTwin,” for efficient and accurate upscaling of soil data to PFLOTRAN. Soil data collected by EMSL include X-ray computed tomography (XCT),…

AI-enabled processing of multimodal data to expand 2D chemical information to 3D space

Lead Institution

Pacific Northwest National Laboratory

Principal Investigator

Maruti K. Mudunuru

This project will develop a user-friendly workflow to process EMSL’s multi-modal data using AI segmentation algorithms in Fiji software (already available on EMSL OnDemand). This multi-modal data…

ModEx Benchmark: AI for Benchmarking Model-Experiment Integration Workflows

Lead Institution

Pacific Northwest National Laboratory

Principal Investigator

Maruti K. Mudunuru

Project type

Exploratory Research

Recently, the U.S. Department of Energy (DOE), Office of Biological and Environmental Research (BER) launched and concluded the Artificial Intelligence for Earth System Predictability (AI4ESP)…

AI-enabled ModEx: A scalable AI workflow to efficiently and accurately calibrate PFLOTRAN process models

Lead Institution

Pacific Northwest National Laboratory

Principal Investigator

Maruti K. Mudunuru

This project will enhance current model-data integration workflows (ModEx) by leveraging recent advances in AI (e.g., scalable deep neural networks). Our improved AI-enabled ModEx workflow will allow…

Projects

PFLOTRAN MEND Process Model for MONet

SoilTwin – A digital twin for efficient and accurate upscaling of soil data to PFLOTRAN

AI-enabled processing of multimodal data to expand 2D chemical information to 3D space

ModEx Benchmark: AI for Benchmarking Model-Experiment Integration Workflows

AI-enabled ModEx: A scalable AI workflow to efficiently and accurately calibrate PFLOTRAN process models