Evidence map›Paper›PMID 41600491›Full record

ArticleSensors (Basel, Switzerland)2026

The Analytical Solutions to a Cation-Water Coupled Multiphysics Model of IPMC Sensors.

Kosetsu Ishikawa, Kinji Asaka, Zicai Zhu, Toshiki Hiruta, Kentaro Takagi

Abstract read
In one paragraph

Article in Sensors (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.

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0cells of the map it votes in
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

The trial behind it

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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.

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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

5 authors.

Kosetsu IshikawaDepartment of Mechanical Engineering, Toyohashi University of Technology, Toyohashi 441-8580, Japan.ORCID 0009-0005-3230-2796
Kinji AsakaResearch Organization of Science and Technology, Ritsumeikan University, Kusatsu 525-8577, Japan.ORCID 0000-0002-2910-1564
Zicai ZhuDepartment of Mechanical Engineering, Xi'an Jiaotong University, Xi'an 710049, China.ORCID 0000-0003-4546-7213
Toshiki HirutaDepartment of Mechanical Engineering, Toyohashi University of Technology, Toyohashi 441-8580, Japan.ORCID 0000-0003-4892-1004
Kentaro TakagiDepartment of Mechanical Engineering, Toyohashi University of Technology, Toyohashi 441-8580, Japan.ORCID 0000-0002-6021-1315

Funding

Japan Society for the Promotion of Science JP22H01428Japan Society for the Promotion of Science JP23K22699Japan Society for the Promotion of Science JP25KJ1451NAGAI Foundation for Science and Technology Grant for Manuscript Submission by Graduate Students
6 · The paper itself

Abstract

Ionic polymer-metal composite (IPMC) sensors generate voltages or currents when subjected to deformation. The magnitude and time constant of the electrical response vary significantly with ambient humidity and water content. However, most conventional physical models focus solely on cation dynamics and do not consider water dynamics. In addition to cation dynamics, Zhu's model explicitly incorporates the dynamics of water. Consequently, Zhu's model is considered one of the most promising approaches for physical modeling of IPMC sensors. This paper presents exact analytical solutions to Zhu's model of IPMC sensors for the first time. The derivation method transforms Zhu's model into the frequency domain using Laplace transform-based analysis together with linear approximation, and subsequently solves it as a boundary value problem of a set of linear ordinary differential equations. The resulting solution is expressed as a transfer function. The input variable is the applied bending deformation, and the output variables include the open-circuit voltage or short-circuit current at the sensor terminals, as well as the distributions of cations, water molecules, and electric potential within the polymer. The obtained transfer functions are represented by irrational functions, which typically arise as solutions to a system of partial differential equations. Furthermore, this paper presents analytical approximations of the step response of the sensor voltage or current by approximating the obtained transfer functions. The steady-state and maximum values of the time response are derived from these analytical approximations. Additionally, the relaxation behavior of the sensor voltage is characterized by a key parameter newly derived from the analytical approximation presented in this paper.

Indexed as

ionic polymer–metal compositemodelingpolymer sensortransfer function

Identifiers

PMID41600491
PMCPMC12846017

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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.