Evidence map›Paper›PMID 42814560›Full record

ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Two-Dimensional Flash Memory: Materials, Interfaces, and Storage-Computing Convergence.

Zhiyuan Wang, Fanyi Meng, Fanying Meng, Shida Huo, Junxi Xu, Yaohui Wang, Yuexuan Ma, Yuan Xie, Xiaodong Hu, Caofeng Pan and 1 more

Abstract readReview
In one paragraph

Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

11 authors.

Zhiyuan WangState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Fanyi MengSchool of Microelectronics, Tianjin University, Tianjin, China.
Fanying MengState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Shida HuoState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Junxi XuState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Yaohui WangState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Yuexuan MaState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Yuan XieSchool of Electronics and Information Engineering, Tiangong University, Tianjin, China.
Xiaodong HuState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.
Caofeng PanBeijing Key Laboratory for Atomic Manufacturing Equipment and Intelligent Sensing, Institute of Atomic Manufacturing, Beihang University, Beijing, China.ORCID https://orcid.org/0000-0001-6327-9692
Enxiu WuState Key Laboratory of Precision Measurement Technology and Instruments, School of Precision Instruments and Opto-electronics Engineering, Tianjin University, Tianjin, China.ORCID https://orcid.org/0000-0001-6060-1180

Funding

China Postdoctoral Science Foundation 2023M742585Fundamental Research Funds for the Central UniversitiesNational Key Research and Development (R&D) Program from Ministry of Science and Technology of China 2024YFB3814100National Natural Science Foundation of China 52125205National Natural Science Foundation of China 52250398National Natural Science Foundation of China 52532005National Natural Science Foundation of China 62304151National Natural Science Foundation of China 62474124National Natural Science Foundation of China 92580129Natural Science Foundation of Beijing Municipality 2222088Natural Science Foundation of Beijing Municipality L223006Natural Science Foundation of Tianjin 24JCQNJC00520Natural Science Foundation of Tianjin 25JCZDJC01450open research fund of Songshan Lake Materials Laboratory 2023SLABFK07
6 · The paper itself

Abstract

Flash memory remains the dominant nonvolatile storage technology, yet its continued scaling is increasingly constrained by the coupled requirements of fast programming, low operating energy, and long-term reliability. Recent advances in 2D materials and van der Waals heterostructures provide an opportunity not merely to miniaturize flash cells, but to reconfigure the charge-programming physics itself. In this Review, we introduce interface-controlled charge programming as a unifying framework for understanding and designing 2D flash memories. We discuss how atomically thin channels, clean van der Waals interfaces, engineered tunneling barriers, controllable trap states, and contact modulation regulate charge injection, transport, trapping, and confinement. This framework connects device-level metrics, including nanosecond-to-subnanosecond programming, low-energy operation, long retention, and high endurance, with emerging system-level functions such as multilevel storage, in-memory computing, sensing-memory-computing integration, and CMOS-compatible heterogeneous integration. We further identify critical challenges in wafer-scale synthesis, device variability, reliability benchmarking, and array-level implementation. By shifting flash memory design from bulk-field-driven tunneling to interface-programmed charge control, 2D materials may enable a new class of nonvolatile devices for storage-computing convergence beyond conventional silicon flash.

Indexed as

2D materialsflash memoryin‐memory computinginterface engineering

Identifiers

PMID42814560
PMCPMC13626286

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.