R.
Madhavan
Department of Chemical Engineering, Indian Institute of Science, Bengaluru 560012, Karnataka, India. E-mail: madhavan_rajaa@rediffmail.com
First published on 5th October 2022
Advanced wearable and stretchable strain sensing devices for human motion detection are garnering tremendous attention and thus demonstrate substantial potential for future wearable sensors. This work presents network crack-assisted wearable strain sensors using graphite nanoflake spray coated onto highly elastic nitrile elastomers. The as-fabricated wearable strain sensors demonstrate numerous captivating benefits, including simplicity in the construction process and ultra-large strain sensitivity far surpassing the state of art stretchable strain sensors. It is worth mentioning that the stretchable strain sensors possess an ultrasensitive gauge factor (GF) of 868.12 ± 56.90 and a wide sensing range of up to 30% strain. The electromechanical performance depends on the electrical resistance variation, which is substantially altered by percolative microstructural network cracks with strain concentration during mechanical deformations. The ultrasensitive strain monitoring performance in conjunction with a wide sensing range, prominent reversibility, ultrafast response and recovery speeds (7.5 ms, and 5 ms, respectively), and excellent durability (more than 2000 stretching–releasing cycles under a large-scale strain of 30%) enables the strain sensors to be used as electronic skins for wearable monitoring applications, including but not limited to the detection of full-range human activity monitoring, as well as healthcare and biomedical-related vital signs, soft robotics, and entertainment technology.
In recent years, to develop wearable and high performance strain sensors with both high sensitivity and a broad strain sensing range simultaneously, extensive research has been carried out by integrating low-dimensional nanomaterials with elastomeric substrates and textile materials. For instance, Li et al. fabricated a high performance nanohybrid strain sensor based on MXene/cellulose nanocrystal (CNC)/thermoplastic polyurethane (TPU) non-woven fabric (NWF) through a dip coating process, which exhibited both high sensitivity (GF ∼ 3405) and a broad strain range (up to 83% strain) in a simultaneous fashion.33 This strain sensor demonstrated an ultrahigh strain sensitivity owing to the variations in the contact area as well as interfacial binding between neighbouring non-woven fabric layers when subjected to dynamic mechanical deformations. However, the broad strain sensing range of this device was attributed to the higher cellulose nanocrystal (CNC) loading in the electrically conductive sensor network. Liu et al. developed a breathable and anti-jamming strain sensor based on copper/viscose yarn fabrics through a polymer-assisted metal deposition process, which demonstrated a high sensitivity (GF ∼ 49.5) and a wide sensing range (up to 200% strain) simultaneously.34 The strain sensitivity of this wearable sensor was attributed to the variation of elastic yarn diameter during the stretching process. Pan et al. proposed a sensitivity screenable strain sensor utilizing a new approach of mechanocombinatorics comprising of gold nanofilm/polydimethylsiloxane composites fabricated through a local illumination process with a large strain sensitivity (GF ∼ 157).35 On the other hand, the strain range was limited to 15% strain. The strain sensitivity of this sensor was governed by the strain redistribution over the elastomeric substrates due to its mechanics and structural properties. Niu et al. reported a high performance wireless strain sensor based on carbon nanotubes/styrenic thermoplastic elastomers developed by drop-casting functional materials, which demonstrated both high strain sensitivity (GF ∼ 201.6) and a wide strain range (up to 50% strain) simultaneously.36 Kim et al. fabricated a high performance multidimensional strain sensor based on Ag nanowire percolation networks through drop-casting, spin-coating, and photolithographic processes.60 The strain sensor exhibited both a large sensitivity (GF > 20) and a wide sensing range (up to 35% strain) simultaneously. Wang et al. developed wearable strain sensing fabrics for real-time sweat volume monitoring.61 The sensor demonstrated a GF of 2.033 and a strain range of up to 30%. Kim et al. reported machine-learning based crack-assisted wearable sensors via direct laser writing for human motion/health monitoring.62 The strain sensor demonstrated an ultrasensitive GF of more than 2000 at 0.55% strain.
Through the consideration of strain sensitivity and sensing range, herein, this work reports a wearable strain sensor with ultra-large strain sensitivity and a broad strain sensing range based on graphite nanoflakes as brittle conductive networks and epidermal-like nitrile elastomers as the stretchable supporting materials. The novel brittle-stretchable conductive network based on graphite material-nitrile elastomers endows the strain sensors with ultra-large strain sensitivity (GF ∼ 868.12 ± 56.90), a broad strain sensing range (up to 30% strain), small hysteresis, super-fast strain response and recovery (7.5 ms, and 5 ms, respectively), and excellent durability (more than 2000 stretch-release cycles under an extensive deformation of 30% strain). Owing to these high performance merits and as a proof of concept, the as-fabricated wearable strain sensors are utilized for full-range detection of human healthcare including monitoring of both minute deformations (facial expressions and larynx muscle movements), and large-strain human motions (human articular joint motions). As compared to the recently reported wearable strain sensors, graphite material-nitrile elastomers exhibit high performance especially an ultra-large strain sensitivity and a broad sensing range. It is envisioned that the as-fabricated wearable devices could offer promising applicability in future wearable electronics.
The strain sensing properties of the graphite nanoflake/nitrile elastomer strain sensors were studied. The prominent network cracks-assisted electromechanical sensing mechanism for the generation and propagation of electron conduction in graphite nanoflake pathways under tensile strains is schematically illustrated in Fig. 4b. The wearable strain sensor owes its stretching ability to the highly elastic and stretchy property of the nitrile rubber and the graphite nanoflakes are responsible for the strong piezoresistivity. As it can be clearly noticed, under the un-strained condition of the sensor, the graphite nanoflakes are densely packed, with many electron conduction pathways resulting in a highly conductive network. When the electronic device is stretched, the adjacent graphite nanoflakes begin to drift far-away, producing a low areal density. In this scenario, only a small number of graphite nanoflakes hinge together providing lesser pathways for electron conduction, which provide the electrical response as the device is deformed. When the device is stretched further, the adjacent graphite nanoflakes are disconnected with an almost negligible electron conduction pathway, thereby enhancing the electrical resistance enormously. The electromechanical characteristics of the graphite nanoflakes/nitrile rubber nanocomposites were evaluated by stretching the devices and at the same time recording the electrical resistance across the nanocomposite. The relevant electrical resistance variation due to the tensile strains while stretching occurs from the variations in contact resistance due to the rearrangement of the graphite nanoflake networks. As shown in Fig. 3a, the strain sensor exhibits relatively lower strain sensitivity at the initial strain loading, followed by an ultra-fast increment in electrical resistance leading to ultra-large strain sensitivity of the sensor. Moreover, as the strain sensor is of resistive-type with graphite nanoflakes as the active materials, the increment in strain sensitivity also results from the geometrical effects such as reduced film thickness, and decreased length and areal density of graphite nanoflakes.1,2,39 The electrical resistance variation is relatively lower up to 12% strain, as shown in the inset of Fig. 3a, because the electrically conductive nanomaterials, that is, graphite nanoflakes did not disconnect substantially with the graphite nanoflakes still being close to one another, therefore, the increment in electrical resistance is proportional with the tensile strains, leading to a slight relative resistance variation (ΔR/R0 < 50). As the magnitude of tensile strain increases, the structural cracks are formed in the conductive network and the graphite nanoflakes disconnect substantially, thereby providing fewer electrically conductive pathways and increasing the electrical resistance enormously resulting in ultra-large gauge factors (GFs).
The strain sensitivity of the proposed wearable strain sensor is illustrated in Fig. 3b. Under tensile strains, the graphite nanoflake/nitrile rubber nanocomposite exhibits ultra-large GF values of 823.61 ± 56.37 at 30%, 868.12 ± 56.90 at 16%, 397.11 ± 21.29 at 12%, 355.01 ± 23.74 at 10%, 343.12 ± 8.93 at 8%, 340.30 ± 17.99 at 6%, and 235.64 ± 23.75 at 4% strain, respectively. In previously reported works, the strain sensors based on carbon nanomaterials (e.g. graphene reinforced carbon nanotube) and metal nanomaterials (e.g. silver nanowire) rarely demonstrated ultra-large strain sensitivity (GF ∼ 0.36, and 3.31).40,41 Moreover, their sensing strain ranges were also low (ε ∼ 20%). Therefore, it is worth mentioning that the spray coated graphite nanoflake/nitrile elastomer strain sensors exhibited a high performance with regard to ultra-large strain sensitivity, and a wide strain sensing range simultaneously, which would be beneficial for precise strain monitoring. The strain sensor performance properties are compared with previous studies in Table 1. Based on the above discussion, the shape of the conductive coating layer of the graphite nanoflake/nitrile elastomer composites plays a prominent role in determining the piezoresistive properties. Moreover, the ultra-high GF through the straight line type shape of conductive layers demonstrates an attractive perspective for emerging wearable and strain sensing applications.
System | Sensing mechanism | Relative resistance variation (%) | GF | Stretchability (%) | Dynamic durability | Response time (ms) | Ref. |
---|---|---|---|---|---|---|---|
Carbon nanotube/polydimethylsiloxane | Piezoresistive | >300 | 10 | 60 | >1000 cycles (at 15% strain) | 204 | 42 |
Reduced graphene oxide nanosheets/nylon-polyurethane fabric | Piezoresistive | >350 | 18.5 | 30 | >120 cycles (at 3% strain) | — | 43 |
Carbon sponge/polydimethylsiloxane | Piezoresistive | >2500 | 130.49 | 60 | >1000 cycles (at 5% strain) | 50 | 44 |
Silver nanowires/polydimethylsiloxane | Capacitive | >60 | 2 | 30 | >1000 cycles (at 10% strain) | — | 45 |
graphite nanoplates/polyurethane | Piezoresistive | >600 | 20 | 30 | >1000 cycles (at 20% strain) | — | 46 |
graphite nanoflakes/nitrile elastomers | Piezoresistive | >25000 | 868.12 ± 56.90 | 30 | >2000 cycles (at 30% strain) | 7.5 | This work |
At the deformation free state of the sensor, the neighbouring graphite nanoflakes are overlapped with each other and the porous structural features are embedded within the conductive networks leading to the formation of highly conductive and robust stretchable sensors. At this state, the graphite nanoflakes are interconnected efficiently and highly dense conductive networks are observed as illustrated in Fig. 1c and d through SEM images. The structural pores exhibit a negligible contribution toward the overall initial conductivity of the spray coated stretchable strain sensors. When the structural pores are absent in the conductive networks, tiny mechanical deformation results in the reduction of overlapping area and the disconnection of adjacent graphite nanoflakes occur. For the stretchable sensors with significant pores, the evolution of the porous structures occurs in addition to the disconnection and loss of the overlapped area among adjacent graphite nanoflakes. This feature leads to the enhancement of electrical responses of the sensor and thereby improves the sensitivity or gauge factors (GFs). For large-scale vigorous mechanical deformations, the ruination of graphite nanoflake conductive networks combined with the extensive expansion of structural pores results in the achievement of high performance, specifically in terms of gauge factors (GFs). In addition to the above-mentioned working mechanisms, the electrical responses of the as-fabricated strain sensors are attributed to the generation and propagation of structural cracks of brittle graphite films and the corresponding electrically conductive pathways are schematically illustrated in Fig. 5. At a lower strain range, the strain sensors demonstrated a gentle decrease in the electrical conductivity (Fig. 3a). Even though structural cracks were observed in the graphite nanoflake/nitrile elastomer composite (Fig. 4a), still the cracks were unable to destruct the electrically conductive pathways fully owing to the shorter crack width, resulting in lower strain sensitivity. On the other hand, when the electronic device is deformed further, fewer conductive pathways were observed in the specimen owing to the presence of relatively larger structural cracks, leading to a substantial reduction in the electrical conductivity giving rise to ultra-high gauge factors.
The strain sensing mechanisms of the relative resistance variations of the graphite nanoflake/nitrile rubber elastomers under various mechanical deformations are examined subsequently. The micro-morphologies of the graphite nanoflake/nitrile elastomers under various external strains are analyzed through optical micrographs as shown in Fig. 4a. The strain levels on the graphite nanoflake/nitrile rubber elastomers change from 0% strain to 30% strain during the whole external deformation process. Due to this external deformation, the network cracks are formed and propagate gradually exhibiting crack enlargement as well as rupturing of the electrically conductive pathways resulting in ultrahigh gauge factors or ultra-large strain sensitivity (Fig. 3b), which can be a benefit for monitoring small-scale human healthcare signals such as blood flow pulse waveforms, larynx muscle motions and vibration of the vocal cords, and human facial microexpressions. Moreover, Fig. 4a shows the process of releasing the external strains from a strain level of 30% to 0%. It is worth mentioning that the network cracks regained their original states, which specifically explains the prominent reversible characteristics (Fig. 6a and b) observed in these wearable devices. The above discussed strain sensing mechanisms of the graphite nanoflake/nitrile elastomer nanocomposites are shown in Fig. 4b and the respective electrical resistance networks are schematically shown in Fig. 5.
To further evaluate the electromechanical characterization data of the straight-line type graphite nanoflake/nitrile elastomer composite strain sensors, dynamic stretch-release cycles under 4%, 6%, 8%, 10%, 12% and 16% strain range and 30% strain under 0.08, 0.10, and 0.25 Hz stretching frequencies were subjected onto them (Fig. 6a and b). The relative resistance variations for the sensors were stable and reliable at the respective strain ranges. Furthermore, during different stretching frequencies, the shape of the electrical response conforms well, i.e., the strain sensor performance is not destructed with the enhancement of stretching frequency, implying that the electrical response is independent of tensile frequency in the range of 0.08–0.25 Hz. The above discussed results would be beneficial for detecting as well as monitoring of high-speed and energetic human bodily motions.
Next, the response and recovery times of straight-line type graphite nanoflake/nitrile elastomer composite strain sensors were estimated under quasi-instantaneous small-strain (ε ∼ 5%) conditions as illustrated in Fig. 6c. The electronic devices were stretched at a high strain rate of 600 mm min−1, the electrical responses were prompt with a super-fast response and recovery time of 7.5, and 5 ms, respectively. The inset of Fig. 6c depicts the relative resistance variation versus time plot of the dynamic stretch-release cycle with a strain of 5% for the estimation of response and recovery time. The rapid response/recovery time of the proposed strain sensor inspires confidence that the electronic device is suitable for super-fast monitoring of human bodily motions and healthcare related vital signs. To the best of my knowledge, the strain sensor response/recovery times obtained in this work are fascinating as compared to the recently reported state of the art wearable strain sensors as illustrated in Table 2.
System | Sensing mechanism | Manufacturing method | Response time (ms) | Recovery time (ms) | Ref. |
---|---|---|---|---|---|
Vertically aligned carbon nanotube/poly(dimethylsiloxane) | Piezoresistive | Chemical vapor deposition | 12 | 19 | 39 |
Carbon nanotube/thermoplastic polyurethane | Piezoresistive | Compression molding and salt leaching | 180 | 180 | 47 |
Aramid nanofiber/polyvinyl alcohol | Piezoresistive | Oxidative polymerization | 214 | 252 | 48 |
Reduced graphene oxide-deionized water/ecoflex | Piezoresistive | Modified Hummers’ method | 60.3 | 60.4 | 49 |
Silver nanofibers/ionic hydrogels | Piezocapacitive | Drop coating | 130 | 320 | 50 |
Carbon nanotube/ecoflex | Optical | Spray coating | <50 | — | 51 |
Wrinkled chitosan-multiwall carbon nanotube/poly(dimethylsiloxane) | Piezoresistive | Spray coating | 400 | — | 52 |
graphite nanoflakes/nitrile elastomers | Piezoresistive | Spray coating | 7.5 | 5 | This work |
Furthermore, the straight line type graphite nanoflake/nitrile elastomer composite strain sensor exhibited reliable strain monitoring characteristics with a stable electrical response (after a pre-stretching strain of 10% for 5 stretch-release cycles) (Fig. 6). The pre-stretching process of the graphite nanoflake/nitrile elastomer composite strain sensor before evaluating its electromechanical properties demonstrates many advantages such as enlargement of the strain sensitivity in the whole strain range, which leads to the improvement of strain monitoring of the electronic device. Moreover, the stability of the acquired signals is also improved with a prominent signal to noise ratio owing to the effective transfer of mechanical deformation onto the electronic device. After that, the long-term stability of the straight line type graphite nanoflake/nitrile elastomer composite strain sensor was investigated as shown in Fig. 7c. The strain sensors demonstrated a reproducible electrical response with retention of their high sensitivity after each stretch-release cycle under a large-scale dynamic strain of 30% for more than 2000 cycles, implying that the electronic devices exhibit excellent reliability and durability, which would be beneficial for practical applications, for example, while monitoring the large-strain human activities (bending process of a finger, wrist, elbow, and knee joint motions). In a previous work, Tian et al. presented an Ag nanodendrite/nitrile elastomer composite strain sensor which demonstrated an un-reliable performance for around 300 stretch-release cycles under a strain range of 30% with significant drifting in its electrical response.23 In contrast, the graphite nanoflake/nitrile elastomer composite strain sensors reported in this work demonstrate a stable durability and reproducibility for more than 2000 stretching-releasing cycles under a large-scale strain of 30%.
The relative resistance variations of the straight line type graphite nanoflake/nitrile elastomer composite strain sensor for five stretch-release cycles at 4%, 6%, 8%, 10%, 12%, and 16% strain ranges, respectively, are illustrated in Fig. 6a. It can be clearly observed that the stretchable strain sensor demonstrates a prominent recovery performance while the external strain is reversed with negligible hysteretic characteristics. In a recently reported work based on a silver nanodendrite/nitrile elastomer composite strain sensor,23 the hysteresis characteristics increase during the increment of external strain amplitude. This strain responsive behaviour was attributed to the Mullins effect of nitrile elastomers, which exhibits irreversible and quasi-instantaneous softening while loading-unloading external strains. In contrast, the wearable and stretchable strain sensors presented in this research exhibit excellent strain sensing performances.
In general, a wearable strain sensor with a large strain sensitivity normally exhibits a recognition ability for face expressions, blood flow pulse,53 and breathing monitoring. In contrast, a strain sensor with a broad strain range can typically be utilized for large-scale strain monitoring like human articular joint motions.54 On the other hand, the graphite nanoflake/nitrile elastomer composite strain sensors presented in this research can not only monitor large-scale mechanical deformations, but also demonstrate the ability of detecting tiny mechanical stimulations promptly.
Apart from monitoring tensile stretching strains, the electrical responses of the straight line type graphite nanoflake/nitrile elastomer composite strain sensor during the application of tensile and compressive bending strains was also evaluated. The relative resistance variation during the application of bending strains is shown in Fig. 7a and b. The electronic sensor was fixed firmly on top of a steel plate using cyanoacrylate adhesive. The stepper was propelled on one end of the sensor with another end fixed for dynamic cyclic bending investigation. The strain sensor exhibited a sharp increase in its electrical response during outward or tensile bending and increased minutely with inward or compressive bending. For instance, the electrical response is ∼20 for tensile bending and during compressive bending, it is ∼1.5 under the same bending radius of 4 mm. The tensile bending leads to the widening of gaps in between the islands, which results in the enhancement of electrical resistance. In contrast, during compressive bending, the alteration of the crack morphology was not significant and therefore, the electrical response increased tardily. Furthermore, the graphite nanoflake/nitrile elastomer composite strain sensor demonstrates a reproducible electrical response under both tensile and compressive bending strains.
In order to demonstrate the applicability of these electronic devices for large-strain human motion monitoring, the wearable sensors were laminated onto the human articular joints with the assistance of double-sided tape. As shown in Fig. 8, it can be clearly observed that the wearable strain sensor can monitor in real-time, finger, wrist, and elbow bending (with different angles) and holding movements in a prompt, reliable, and repeatable manner. To further demonstrate the utilization of the graphite nanoflake/nitrile elastomer composite strain sensors for wearable sensing applications, posture monitoring of the two fingers were demonstrated. As shown in Fig. 8d, the wearable device was laminated in between the two fingers for monitoring their posture during closing-opening movement of fingers in both tension bending as well as compression bending. The wearable strain sensor exhibited a rapid and stable response in a step-wise fashion with effective synchronization with the applied mechanical strain. These results demonstrate that the wearable strain sensors can be employed as motion sensors for healthcare and biomedical engineering, entertainment technology, and virtual reality. The body movements are critical for posture-driven gaming, physiotherapy, home-rehabilitation, and medical training.2
Apart from the large-strain human motion monitoring discussed above, the detection of tiny mechanical stimulations such as larynx muscle activity while drinking water and speaking, and facial expressions while frowning, and blinking of an eye can be reliably carried out utilizing the graphite nanoflake/nitrile elastomer composite strain sensor. For these sensing demonstrations, the wearable strain sensors were laminated onto the epidermis over the throat, forehead, and canthus of a volunteer.
As shown in Fig. 9c, the muscle tissue movements while drinking water and speaking can be monitored utilizing the graphite nanoflake/nitrile elastomer composite strain sensor by achieving conformal and intimate lamination with the volunteer's throat using strong double-side tape. Moreover, the wearable strain sensor was employed for face expression recognition by detecting the facial muscle motions during eye blinking and frowning, as shown in Fig. 9a and b. These results imply that the graphite nanoflake/nitrile elastomer composite strain sensor could differentiate various emotional states of humans with high sensitivity and stability. Hence, the graphite nanoflake/nitrile elastomer composite strain sensor could be utilized for real-time monitoring of both tiny mechanical stimulations (larynx movements and facial expressions) and large-strain human motion monitoring (bending process of a finger, close-open posture of fingers, wrist, and elbow joint movements).
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