Evidence map›Paper›PMID 42042704›Full record

ReviewNanomaterials (Basel, Switzerland)2026

A Review of Nanomaterials in Heavy-Oil Viscosity Reduction: The Transition from Thermal Recovery to Cold Recovery.

Zhen Tao, Borui Ji, Bauyrzhan Sarsenbekuly, Wanli Kang, Hongbin Yang, Wenwei Wu, Yuqin Tian, Sarsenbek Turtabayev, Jamilyam Ismailova, Ayazhan Beisenbayeva

Abstract readReview
In one paragraph

Review in Nanomaterials (Basel, Switzerland), 2026. 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

10 authors.

Zhen TaoSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.ORCID 0009-0009-9245-1880
Borui JiSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.ORCID 0009-0005-3264-7815
Bauyrzhan SarsenbekulySchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.ORCID 0000-0002-8145-0542
Wanli KangSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.ORCID 0000-0001-5196-6081
Hongbin YangSchool of Petroleum Engineering, China University of Petroleum (East China), Qingdao 266580, China.ORCID 0000-0003-2076-2363
Wenwei WuSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.
Yuqin TianNingbo Fengcheng Advanced Energy Materials Research Institute Co., Ltd., Ningbo 315000, China.
Sarsenbek TurtabayevFaculty of Natural Science, Zhanibekov University, Shymkent 160012, Kazakhstan.ORCID 0009-0005-4284-5276
Jamilyam IsmailovaSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.
Ayazhan BeisenbayevaSchool of Energy and Petroleum Industry, Kazakh-British Technical University, Almaty 050000, Kazakhstan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Heavy oil and extra-heavy oil represent mobility-limited petroleum resources because supramolecular associations of asphaltenes and resins, together with strong interfacial resistance, generate extremely high apparent viscosity. In recent years, nanotechnology has emerged as a promising approach for viscosity management and enhanced oil recovery (EOR). This review critically examines recent advances in nano-assisted viscosity reduction from a reservoir-operational perspective and organizes the literature into two field-relevant categories: metal-based and non-metal nano-systems. Metal-based nanoparticles (NPs) mainly promote catalytic aquathermolysis and related bond-cleavage and hydrogen-transfer reactions under hydrothermal conditions, enabling partial upgrading and persistent viscosity reduction during thermal recovery. In contrast, non-metal nano-systems-particularly silica- and graphene-oxide-derived materials-primarily operate through interfacial and structural regulation mechanisms at low or moderate temperatures. These effects include wettability alteration, interfacial-film stabilization, modification of asphaltene aggregation behavior, and the formation of dispersed-flow regimes such as Pickering-type emulsions that reduce apparent flow resistance in multiphase systems. Beyond summarizing nanomaterial types, this review emphasizes reservoir-scale considerations governing field applicability, including brine stability, NPs transport and retention in porous media, and formulation compatibility. Comparative analysis highlights the distinct operational windows of thermal catalytic nano-systems and cold-production nano-systems, providing a reservoir-oriented framework for designing nano-assisted viscosity-reduction technologies.

Indexed as

heavy oilinterfacial regulationnano-assisted EORnanoparticles (NPs)viscosity reduction

Identifiers

PMID42042704
PMCPMC13118660

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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.