Abstract
Active textiles featuring pneumatic actuators, such as thin McKibben muscles, enable tunable stiffness, which is desirable for soft robotics, but the characterisation of their mechanical properties, particularly with respect to load orientation and weave pattern, remains lacking. Consequently, this paper ascertains the mechanical properties of active textiles, crucial for real-world scenarios, with unevenly distributed strains often misaligned with the weave pattern. The results show that: (i) tensile properties exhibit a hysteretic behaviour, with a maxima at 0.05 MPa during pressurisation and a minima at 0.15 MPa during depressurisation and a reduction in tensile modulus for increasing rotation angle; (ii) greater tensile properties are achieved by minimising the warp’s deviation from straightness, via weave pattern or reduction in muscle density; (iii) flexural properties require both a non-zero pressure and rotation angle greater than 15° to exhibit meaningful flexural properties, reaching circa 30 MPa at 90°; and (iv) where out-of-plane curvature occurs, flexural properties are significantly affected by the concave face’s orientation. Ultimately, tensile properties are driven by the warp’s alignment with the load, while flexural properties are driven by the weft’s alignment with the load. These findings provide novel insights into the mechanical properties and design optimisation of active textiles.
Introduction
Active textiles, also referred to as functional fabrics, employ soft, deformable materials for soft robotics applications, with motion being triggered electromechanically, as tackled in the reviews of Hu et al. (2012), Castano and Flatau (2014), Stoppa and Chiolerio (2014), Mirvakili and Hunter (2018), Mun et al. (2018), Xiong et al. (2021), Chen et al. (2023), Xu et al. (2024), and Li et al. (2024). More recently, fluidic textiles and textile actuators (Chen et al., 2021), such as pneumatic artificial muscles or thin McKibben muscles (Kurumaya et al., 2017), have demonstrated their potential and versatility for soft robotic applications (Hiramitsu et al., 2019). These range from wearable technologies for high-performance or health-assistive purposes to industrial manipulation, exploiting the short response time and high-power density of such fluidic textiles (Pagoli et al., 2022; Ten Bhömer et al., 2016; Younes et al., 2016; Zhu et al., 2020).
The fibre-like nature of thin McKibben muscles (Salahuddin et al., 2021; Wirekoh and Park, 2017) is particularly suited to biomimicry and musculoskeletal robots (Na et al., 2023). Employed in a parallel arrangement of filaments, these replicate the tensile effects of biological muscles, for instance, for human (Garriga-Casanovas et al., 2017; Vraitch et al., 2024) and mammal (Niikura et al., 2022) necks. When woven, active textiles enable non-homogeneous and asymmetric stiffening, leading to flexion and curvature. Similar to knitted active textiles (Abel et al., 2013; Eschen et al., 2020), woven active textiles have been extensively studied to investigate how weave patterns and the non-actuated textiles employed affect the overall shape changes for varying pressures (Hiramitsu et al., 2023; Koizumi et al., 2018; Kurumaya et al., 2017). This is particularly relevant to safely meet the needs of human-centred robotics (Andreasson et al., 2018; Thalman and Artemiadis, 2020), wearables such as rehabilitation equipment (Diteesawat et al., 2022; Greig et al., 2025; Thalman et al., 2022), exo-suits (Christensen et al., 2021; Pulvirenti et al., 2022; Talukder and Jo, 2025) and even soft myocardial bands (Ueda et al., 2025). The versatility of active textiles and McKibben muscles is demonstrated in Figure 1.

(a) Woven active textiles (reproduced from Hiramitsu et al., 2023), and application of fluidic actuators to (b) human neck (reproduced from Garriga-Casanovas et al., 2017), (c) ankle-foot orthosis (reproduced from Thalman et al., 2022), (d) upper limb rehabilitation device (reproduced from Greig et al., 2025), and (e) exo-suits (reproduced from Christensen et al., 2021).
However, a lack of characterisation of the mechanical properties of pneumatically actuated active textiles hinders their wider application in wearable devices, particularly for multi-degree-of-freedom systems, where tunable properties are desirable. Indeed, only recently were the mechanical properties (tensile and flexural modulus) of a plain-weave active textile quantified (Marshall et al., 2023) for varying input pressures. These findings identified a strong dependency on muscle density in tension; however, they were less conclusive in flexion. This limitation was attributed to the single load orientation tested not being most suitable to exhibit flexural properties. Indeed, the typical arrangement of woven structure is such that forces are never applied directly in-line, or tangentially to the fibres, but at some angle. Moreover, the work of Marshall et al. (2023) investigated a plain weave, which would not result in out-of-plane curvature. This is in contrast to Hiramitsu et al. (2023), who tackled the effect of the weave pattern on out-of-plane curvature but did not quantify the mechanical properties. As such, there remains a critical need to characterise the mechanical properties of active textiles for varying load orientations, and for weaves able to exhibit out-of-plane curvature, in order to meet the demand for complex, human-centred, multi-degree-of-freedom wearables.
Given the wide range and versatile applications of active textiles, a greater understanding of their mechanical properties and variations with load orientation and weave pattern is needed to support developments in soft robotics and wearables. Consequently, this paper furthers the recent work of Hiramitsu et al. (2023) and Marshall et al. (2023) by characterising the tensile and flexural properties of an active textile in line with relevant ISO (International Organization for Standardization) standards for tension (International Organization for Standardization (ISO), 2012) and flexion (ISO, 2019), respectively, to ensure the reliability and repeatability of the results, for a range of orientation angles. Additionally, the same mechanical properties are assessed for a 2 by 1 twill (or prunelle) weave. The aim is to expand the current knowledge of active textiles and their mechanical properties for two previously unstudied variables: load orientation and weave pattern.
The remainder of this paper is structured as follows. First, the woven pneumatic active textiles investigated are detailed. Then, the experimental protocol, quantification of the mechanical properties and associated uncertainty are covered. Moreover, the mechanical properties of the active textiles are characterised, in both tension and flexion, and the significance of these results is discussed. Ultimately, the main findings are summarised.
Active textiles
Two separate active textiles are manufactured and investigated in this study:
a 200 mm long by 200 mm wide square sample with a plain weave, subsequently denoted as T1, to investigate the effect of load orientation; and
a 200 mm long by 50 mm wide rectangular sample with a prunelle (or 2 by 1 twill), labelled T2, to investigate the effect of the weave pattern.
The dimensions of T2 are in accordance with the ISO 13934-1:2013 (ISO, 2013) for textiles, namely a woven gauge length

Schematic of (a) the plain weave pattern employed for T1 and (b) the prunelle (2 by 1 twill) weave pattern used for T2.
The active textiles manufactured are made of a warp and a weft woven normal to it. The weave patterns adopted are depicted schematically in Figure 2. A 1.50 mm nominal diameter Nylon 6 (polyamide) constitutes the warp, with a measured
The active textiles are tested for different muscle densities
where
The manufactured T1 is made of 136 strands for the warp, see Figure 3(a), while T2 is made of 34 strands for the warp (identical to that of Marshall et al., 2023). Both woven T1 and T2 at

T1 active textile (a) prior to manufacturing, and (b) after manufacturing, including annotated dimensions.
Methods
Experimental setup and protocol
All experiments were performed on an Instron 5965 fitted with a 500 N load cell and were conducted at temperatures 20.1°C ≤ T ≤ 26.3°C and relative humidities
The tensile setup is depicted in Figure 4(a) for T1 at a rotation angle θ = 0°, where

Tensile setup at (a) θ = 0° and (b) definition of

Example of plain weave active textile (reproduced from Marshall et al., 2023) (a) during manufacturing, namely pre- and post-weaving, showing the reduction in length and (b) during flexural testing.
Tensile and flexural properties
The tensile properties are ascertained based on the ISO 527-2:2012 (ISO, 2012). First, the tensile strain
Then, the tensile stress
where
Finally, the tensile (or Young’s) modulus
Based on the ISO 178:2019 (ISO, 2019), the flexural strain
and
where
Both moduli are computed using the linear least squares method for
Uncertainty quantification
The uncertainty
where the bias
Summary of the bias limits.
and the precision
where
Results and discussion
The results section is structured as follows. First, a characterisation of both the pneumatic artificial muscle (weft) and active textiles T1 and T2 is offered. Secondly, the effect of load orientation by studying textile T1 is addressed. Then, the effect of the weave pattern is tackled by investigating textile T2. Ultimately, the novel insights gathered on the effect of load orientation and weave pattern, as well as their implications for wearable devices and soft actuators, are discussed.
Weft and active textile characterisation
Weft characterisation
The radial expansion

Radial expansion
Similarly, the longitudinal contraction depicted in Figure 7 yields identical findings, including a strong agreement with the data of Hiramitsu et al. (2019). Nevertheless, the differences with the results of Marshall et al. (2023) and Kurumaya et al. (2017) demonstrate that the accurate prediction of the geometry of thin McKibben muscles under varying air pressures remains a challenge in soft robotics (Hiramitsu et al., 2023) and thus warrant the geometrical characterisation of the active textile.

Longitudinal contraction
Active textile characterisation
For the range of pressures investigated, the thickness

Thickness expansion

Longitudinal contraction
The present textiles (T1 and T2), similar to that of Marshall et al. (2023), both continue to exhibit a hysteretic behaviour, driven by that of the weft. For T1, there is a markedly greater thickness expansion and lesser longitudinal contraction compared to Marshall et al. (2023) for the same plain weave at
The present results for T2 also identify a comparatively higher uncertainty for
Effect of orientation
This section focuses on textile T1 only (200 mm length by 200 mm width,
Tensile properties
While Marshall et al. (2023) reported on the tensile properties of a plain-woven active textile, the effect of the rotation angle remains uncharacterised. This information is of crucial importance for the design of wearable devices in real-world settings where load application is rarely aligned with the warp or weft arrangements. From the present experiment, the effect of

Tensile modulus
Looking at the effect of
To better understand the effect of

Normalised tensile modulus
The variations in tensile properties of active textiles can, therefore, be quantified as a function of their rotation angle. While the warp provides tensile properties, flexural properties originate from the weft for non-zero pressures. Consequently, it may be hypothesised that maximum flexural properties occur at
Flexural properties
The effect of

Flexural modulus
There is a good agreement between present results and those of Marshall et al. (2023) at
By plotting the normalised flexural modulus

Normalised flexural modulus
Effect of weave pattern
Because we have demonstrated the impact of load orientation on active textiles, this section solely investigates textile T2 (200 mm length by 50 mm width). The aim is to understand the effect of the weave pattern, namely a prunelle weave (2 by 1 twill) compared to a plain one.
Tensile properties
The tensile modulus for the prunelle weave at

Tensile modulus
First, for all tested muscle densities, the prunelle weave exhibits higher mechanical properties than the plain weave. Remembering that the prunelle weave results in less deviation from straightness of the warp, and that tensile properties are governed by the warp, this observation is a logical outcome. This also explains the higher modulus, for both prunelle and plain weaves, as the muscle density decreases: the lesser number of weft woven into the warp means that the latter is more aligned with the tensile load, and thus exhibits higher properties. The increase in modulus thanks to the prunelle weave ranges from 31% to 58% at
Flexural properties
In flexion, both the present results and literature (Marshall et al., 2023) have evidenced the absence of any hysteresis. Consequently, experiments are performed for increasing pressure only. However, while the plain weave (denoted —) only yields in-plane motion, the prunelle one results in out-of-plane curvature. This geometrical property significantly affects the mechanical properties. Therefore, the prunelle weave is tested both with its concave side upwards (∪) and downwards (∩), as depicted in Figure 15(a) to (c) for

Flexural modulus
The flexural results retain a high uncertainty, solely driven by the force bias, owing to the very small forces measured. Indeed, as the active textile is not best employed in flexion, very small forces are required to generate large deformation, and thus the comparatively high force bias yields high uncertainty. This was also identified by Marshall et al. (2023). Nevertheless, the differences between prunelle and plain weaves exceed the uncertainty. As such, we can conclude that the prunelle weave appears to offer a higher flexural modulus than the plain weave. More significantly, we identify a drastic change in behaviour between samples tested with their concave side upwards (∪) or downwards (∩). Indeed, the former (∪) displays a reduction in flexural modulus despite an increasing pressure as a result of the out-of-plane curvature not working in favour of withstanding flexural loads. Conversely, when the concave side faces downwards (∩), the curvature created for increasing pressure works in favour of the active textile, allowing the textile to achieve increasing flexural modulus with increasing pressure, at a marginally higher rate than the plain weave (—). Therefore, where out-of-plane curvature occurs, the geometrical variations have been shown to play a significant role on the flexural properties. This behaviour will be accentuated by the amount of curvature, which has been shown to vary with both weave pattern and warp material (Hiramitsu et al., 2023).
Conclusions
In this work, the mechanical properties of plain and prunelle (2 by 1 twill) woven active textiles composed of a Nylon 6 warp and EM20 S-muscle weft at muscle densities from
Firstly, the behaviour of the thin McKibben muscles and two active textiles presented in this work were described. The results showed a clear hysteretic behaviour, as well as the effect of the interference and friction between the warp and weft, which led to higher uncertainty for monotonically decreasing pressures. This is significant as it would affect the response of active textiles under duty cycles.
Secondly, the effect of orientation is tackled. Tensile properties were shown to be strongly impacted by the rotation angle, with a reduction in tensile modulus for increasing rotation angle as a result of the warp no longer aligning with the tensile load direction. Remarkably, irrespective of the rotation angle, the maxima for monotonically increasing pressures were always at 0.05 MPa and the minima for monotonically decreasing pressures always occurred at 0.15 MPa. For flexural properties, an increase in orientation angle yielded a significant increase in flexural properties, up to a modulus circa 30 MPa at 90° for the highest tested pressures: a 31-fold increase compared to 0°, while a 55-fold increase was achieved at an angle of 90° between pressures of 0.00 and 0.50 MPa. This is consistent with the weft providing the flexural properties of active textiles, with a greater rate of increase of the flexural modulus for rotation angles in excess of
Thirdly, the effect of the weave pattern was studied by comparing a prunelle and plain weave. In tension, a better tensile modulus is achieved by minimising the deviation from straightness of the fibres, which can be achieved either by employing a prunelle weave, or reducing the muscle density, thus allowing to achieve maximum mechanical properties. In flexion, the out-of-plane curvature was shown to yield radically different behaviour depending on the orientation of the curvature. Where the concave side faces upwards, a reduction in flexural modulus was exhibited. Conversely, by orienting the concave side downwards, an increase in flexural modulus was evidenced, with both a greater value and a higher rate of increase than a plain weave.
These findings provide novel insights into the mechanical properties of woven active textiles at rotation angles and for different weave patterns, thereby supporting the prediction of their properties for soft robotic applications ranging from wearable technologies to biomimicry. Specifically, the present results enable safe and comfortable human-centric wearables for complex, multi-degree-of-freedom applications. Indeed, knowledge of the tensile modulus for varying orientations will allow to ensure suitable strength even when the load deviates from the fibre alignment for applications such as exosuits or wearable joint supports. Where bending is required, the novel insights gained can inform decisions, ranging from weave pattern to muscle density in order to achieve the expected mechanical response, whilst also not causing injury.
However, these properties remain experimentally characterised. As such, they provide crucial validation data for theoretical models, allowing the prediction of the mechanical properties of woven active textiles. Such theoretical models, which remain lacking, may be informed by composite theory, which may, therefore, represent a relevant future research direction.
Footnotes
Author contributions
Conceptualisation: FGS & JBRGS. Methodology: JBRGS. Validation: JBRGS. Formal analysis: JBRGS. Investigations: JBRGS. Resources: FGS & JBRGS. Writing – original draft: JBRGS. Writing – review & editing: FGS.
Funding
The authors received no financial support for the research, authorship, and/or publication of this article.
Declaration of conflicting interests
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Data availability statement
Data available on request from the authors.
