Evidence map›Paper›PMID 39975539›Full record

ArticleACS ES&T air2025

GPU Implementation of a Gas-Phase Chemistry Solver in the CMAQ Chemical Transport Model.

Duncan Quevedo, Khanh Do, George Delic, José Rodríguez-Borbón, Bryan M Wong, Cesunica E Ivey

Abstract read
In one paragraph

Article in ACS ES&T air, 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

6 authors.

Duncan QuevedoDepartment of Civil and Environmental Engineering, University of California, Berkeley, California 94720, United States.ORCID https://orcid.org/0009-0002-7917-6780
Khanh DoDepartment of Chemical and Environmental Engineering, University of California, Riverside, California 92557, United States.ORCID https://orcid.org/0000-0002-4587-3337
George DelicHiperism Consulting, LLC, Chapel Hill, North Carolina 27514, United States.
José Rodríguez-BorbónDepartment of Chemistry, Department of Physics & Astronomy, and Material Science & Engineering Program, University of California, Riverside, California 92557, United States.
Bryan M WongDepartment of Chemistry, Department of Physics & Astronomy, and Material Science & Engineering Program, University of California, Riverside, California 92557, United States.ORCID https://orcid.org/0000-0002-3477-8043
Cesunica E IveyDepartment of Civil and Environmental Engineering, University of California, Berkeley, California 94720, United States.ORCID https://orcid.org/0000-0002-4740-2627

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Community Multiscale Air Quality (CMAQ) model simulates atmospheric phenomena, including advection, diffusion, gas-phase chemistry, aerosol physics and chemistry, and cloud processes. Gas-phase chemistry is often a major computational bottleneck due to its representation as large systems of coupled nonlinear stiff differential equations. We leverage the parallel computational performance of graphics processing unit (GPU) hardware to accelerate the numerical integration of these systems in CMAQ's CHEM module. Our implementation, dubbed CMAQ-CUDA, in reference to its use in the Compute Unified Device Architecture (CUDA) general purpose GPU (GPGPU) computing solution, migrates CMAQ's Rosenbrock solver from Fortran to CUDA Fortran. CMAQ-CUDA accelerates the Rosenbrock solver such that simulations using the chemical mechanisms RACM2, CB6R5, and SAPRC07 require only 51%, 50%, or 35% as much time, respectively, as CMAQv5.4 to complete a chemistry time step. Our results demonstrate that CMAQ is amenable to GPU acceleration and highlight a novel Rosenbrock solver implementation for reducing the computational burden imposed by the CHEM module.

Identifiers

PMID39975539
PMCPMC11833868

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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.