Evidence map›Paper›PMID 42247089›Full record

ArticleJournal of molecular modeling2026

Molecular dynamic simulation study on admissibility of green additives in hydraulic fracturing fluid.

Aminah Qayyimah Mohd Aji, Dzeti Farhah Mohshim, Alissa Azlan

Abstract read
In one paragraph

Article in Journal of molecular modeling, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

3 authors.

Aminah Qayyimah Mohd AjiUTM-MPRC Institute for Oil and Gas N29A, Jalan Lengkuk Suria, UniversitiTeknologi Malaysia, Skudai, 81310, Johor Bahru, Malaysia. aminahqayyimah@utm.my.
Dzeti Farhah MohshimDepartment of Petroleum Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, Perak, Malaysia.
Alissa AzlanDepartment of Petroleum Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, Perak, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

contextLow interfacial tension (IFT) between fracturing fluids and reservoir fluids is essential for enhancing gas recovery and mitigating formation damage in shale gas systems. However, conventional surfactants used in hydraulic fracturing pose environmental and sustainability concerns, necessitating the development of greener alternatives. This study evaluates the potential of the bio-derived surfactant D-limonene in reducing methane-water interfacial tension under both ambient and high-pressure high-temperature (HPHT) conditions representative of shale reservoirs. A systematic relationship between IFT and solvation free energy (ΔGₛₒₗᵥ) was observed across all investigated conditions. Increasing temperature significantly reduced IFT, with reductions of up to ~ 80% under ambient conditions (18-90 °C), whereas the reduction was less pronounced under HPHT conditions (~ 7 mN/m). Pressure exhibited a comparatively minor influence, with IFT increasing by approximately 8% between 70 and 120 MPa. Increasing D-limonene concentration consistently lowered IFT, although higher concentrations were required under HPHT conditions to achieve comparable reductions.

methodsAll calculations were performed using classical molecular dynamics simulations. Molecular interactions among methane, water, and D-limonene were described using the Optimized Potentials for Liquid Simulations (OPLS) force field. Molecular topologies were generated using the Automated Topology Builder, and simulations were conducted using GROMACS®. Systems were equilibrated under constant number of particles, volume, and temperature (NVT) and constant number of particles, pressure, and temperature (NPT) ensembles. The solvation free energy (ΔGₛₒₗᵥ) was computed using thermodynamic integration (TI), where the ensemble-averaged energy derivatives ⟨∂V/∂λ⟩ were evaluated across 21 λ-coupling states and numerically integrated using the trapezoidal rule. Interfacial tension was subsequently determined via its thermodynamic correlation with ΔGₛₒₗᵥ.

Indexed as

D-limoneneGreen surfactantHydraulic fracturingInterfacial tension (IFTMolecular simulation (MD)

Identifiers

PMID42247089
PMCPMC13241441

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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.