ArticleCommunications engineering2026
Mechanical energy storage of planar spiral structures based on two-dimensional nanomaterials.
Article in Communications engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Electrochemical batteries currently serve as the primary power source for a wide range of daily applications, yet they present substantial risks to human health and environmental sustainability. Drawing inspiration from clockwork springs and carbon nanoscrolls, this work proposes a planar spiral structure (PSS) using 2D materials (graphene, MoS₂, diamane) for mechanical energy storage, offering an eco-friendly alternative to conventional electrochemical systems. Molecular dynamics simulations reveal that elastic torsional deformation of the PSS occurs in two stages, including a delamination-wrapping process driven by bending strain and van der Waals interactions, followed by tensile deformation. Energy storage predominantly arises from the first stage, where strain energy increases almost linearly with rotation angle. A theoretical model is developed, correlating strain energy with torsional angle and quantifying contributions from bending and surface energy. Simulations show that materials with higher bending stiffness exhibit superior energy storage capacity due to dominant bending strain energy. The model validates that diamane PSS can achieve a high energy storage capacity, with bending energy governing its entire delamination-wrapping process. This work provides a low-carbon design for nanoscale energy storage, applicable to biomedical micro/nanodevices, and establishes a framework for optimizing 2D nanomaterial-based spiral architectures.
Identifiers
What OpenQuestion holds
Registered trials
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.