Pith. sign in

REVIEW 3 major objections 6 minor 87 references

Soft Electrothermal Meta-Actuator for Robust Multifunctional Control

T0 review · 3 major / 6 minor · reviewed 2026-08-07 · deepseek-v4-flash

Pith's one-line read A soft electrothermal actuator with two thermally independent heater loops on opposite faces gains electrically selectable bidirectional bending, more than 100× lower sensitivity to ambient temperature, and forced return about 10× faster…

desk verdict A genuinely useful double-sided electrothermal actuator, but the headline '10× faster return' is a transient zero-crossing, not a controlled settling. read the letter →

arxiv 2505.21992 v1 pith:S7RXDDAY submitted 2025-05-28 cs.RO

classification cs.RO
keywords electrothermalactuatorsmetamaterialssoftthin-filmbidirectionalactuationthermalinsensitivitygripperscarbonnanotubeheaters
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

Soft electrothermal actuators are simple and easy to control, but they bend in only one direction, drift when the room warms up, and recover slowly because they must cool down. This paper argues that all three limits come from the same source—heat acting on only one side of the film—and proposes a meta-actuator, a thin-film actuator whose engineered heat-transfer layout adds functions, with heater loops on both faces. If the two heaters are thermally independent, choosing which loop to power chooses the bend direction, ambient heat reaches both sides equally and cancels, and powering the opposite loop actively drives the film back to rest. The authors demonstrate deflections of at least 28% of actuator length at 0.75 W, thermal sensitivity more than 100 times lower than a conventional one-sided actuator, and return times roughly 10 times faster than passive cooling.

What carries the argument

The central object is the double-sided thin-film meta-actuator: carbon nanotube heater loops stencil-printed on both faces of a 100 µm paper substrate, each covered with a strip of biaxially oriented polypropylene (BOPP), a material with high thermal expansion. The two loops are deliberately different in size (outer and inner) and spaced about 3.3 mm apart, so that the condition $h w^2/(k t \Delta d) \gg 1$ holds—convective heat loss to the air dominates over in-plane conduction through the low-conductivity paper, making the heaters thermally independent. Powering one loop creates a strain mismatch between the low-expansion paper and the high-expansion BOPP, bending the film toward that face; powering the other loop bends it the opposite way; ambient heat acts on both faces symmetrically and cancels; and powering the opposite loop after actuation actively forces the film back to its rest state.

What would settle it

Power only the outer heater loop at 0.75 W in still air at room temperature and record the unpowered inner loop's temperature with the thermal camera; if the inner loop warms by more than a couple of degrees Celsius, heat is conducting across the film and the claim of electrically selectable direction is not supported.

Watch

Extended reading notes

Core claim

The paper's central claim is that a double-sided thin-film design removes the three standard limitations of electrothermal actuators at once. Two carbon nanotube heater loops, one larger and one smaller, are printed on opposite faces of a 100 µm paper substrate and covered with high-expansion BOPP strips; the loops are spaced and sized so that convection to the air dominates over conduction through the film. Powering the outer loop bends the actuator one way, powering the inner loop bends it the other way, ambient temperature changes heat both faces symmetrically and leave the rest shape nearly unchanged, and switching power to the opposite loop forces the actuator back to rest instead of waiting for passive cooling. The authors report a deflection of at least 28% of actuator length at 0.75 W, a thermal sensitivity coefficient about 100 times smaller than a conventional one-sided actuator, and a forced return that reaches the rest state in about 30 seconds compared with hundreds of seconds for passive cooling. They also show that a two-fingered gripper built from these actuators can widen its jaws, press objects against a tube wall, and lift oversized or hollow objects.

Load-bearing premise

The load-bearing premise is that the two heater loops are thermally independent, so powering one side does not appreciably heat the other; the design criterion for this is an order-of-magnitude estimate with an assumed convection coefficient, and if cross-talk is significant the bidirectional control and forced return would fail.

Editorial extensions

If this is right

  • An electrothermal actuator can bend in either direction purely by choosing which heater loop to energize, without changing materials or environment.
  • Because ambient heat reaches both faces equally, the rest shape of a meta-actuator stays nearly constant over a roughly 20 °C ambient range, in contrast to a one-sided actuator that curls enough to become unusable.
  • Activating the opposite loop returns the actuator to rest in about 30–34 seconds, about an order of magnitude faster than passive cooling, and enables repeatable fast bidirectional cycling.
  • A two-fingered meta-actuator gripper can open its jaws to press objects against tube walls, pick up objects wider than its resting jaw opening, and lift hollow objects by expanding from inside.
  • The design transfers to other material pairs, so choosing materials with a larger expansion mismatch should yield larger deflections than the paper-and-BOPP demonstration.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • The thermal-independence criterion implies a scaling rule: thinner and lower-conductivity substrates permit tighter heater spacing, so the approach could be pushed toward faster and denser actuator arrays than the demonstrated 100 µm paper device.
  • The symmetric cancellation principle is not limited to heat; the same double-sided layout could stabilize actuators driven by light, magnetic fields, or other symmetric ambient disturbances.
  • The forced-return mode gives a single film two independent control inputs, so arrays of such films could act as programmable shape-memory surfaces that do not require external cooling.
  • A direct measurement of whether inner- and outer-loop deflections remain equal in magnitude at elevated ambient temperatures would separate materials nonlinearity from a possible loss of heater independence as the cause of the reduced range reported at 40 °C.
Share X Bluesky LinkedIn Reddit HN

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

3 major / 6 minor

Summary. The paper introduces a soft electrothermal meta-actuator consisting of a thin paper substrate with two independently addressable carbon nanotube heater loops printed on opposite faces. By selectively heating one loop, the actuator bends in either direction; by heating both sides symmetrically, the authors argue that the rest state becomes insensitive to ambient temperature changes; and by switching power from one loop to the other, they propose an active 'forced return' that is faster than passive cooling. The manuscript reports characterization of deflection versus power and time, cyclic actuation, curvature response to ambient temperature, forced-return dynamics, and a set of gripper demonstrations (tube retrieval, oversized objects, hollow rings). The central qualitative demonstrations are visually convincing and the use of inexpensive, commercially available materials is attractive. However, several headline quantitative claims need additional support or qualification, particularly the '10× faster forced return' metric and the extension of the ambient-insensitivity claim to active actuation.

Significance. If the quantitative claims are properly supported, the meta-actuator architecture is a useful contribution to soft electrothermal actuation: it addresses three recognized limitations (unidirectionality, ambient sensitivity, slow passive return) in a single thin-film device, and the gripper demonstrations show genuinely new manipulation modalities enabled by bidirectionality. The paper is experimental, with no fitted model parameters feeding back into the measurements, and the qualitative evidence (bidirectional bending, rest-state stability in a temperature-controlled enclosure, field test, and gripping videos) is reproducible in principle from the Methods. The main value is conceptual: using heat-transfer engineering in a thin film rather than a new material to obtain multifunctionality. The paper would be strengthened substantially by error bars and by aligning the reported metrics with the claims made in the abstract.

major comments (3)
  1. [§4, Figs. 4a/4b, Abstract] The claim that forced return reaches the rest state '10 times faster' than passive cooling is not supported by the reported measurement. The 30 s and 34 s values in Fig. 4 are times at which the normalized displacement first crosses zero while the opposite heater loop remains powered; as the text itself notes, the inner-loop forced return exhibits snap-through buckling, meaning the trajectory continues past zero to an opposite-side deflection. Passive cooling, by contrast, is an overdamped relaxation that asymptotically approaches and then stays at the rest state. Comparing a transient zero-crossing to a settling process is a metric mismatch. To support the abstract's wording, the authors should either measure and report the settling time of the forced-return trajectory to a defined tolerance (e.g., <0.1 mm as used earlier for passive return) or explicitly redefine 'return' as a crossing event and remove the comparison to passive settling. This issue is load-bearing because the 10× claim is one of the three headline results.
  2. [§3, Fig. 3c, Abstract] The >100× lower thermal sensitivity claim is derived only from rest-state curvature measurements (Fig. 3b), but the active actuation range degrades dramatically with ambient temperature: the text reports that the maximum actuation range drops from 56 mm at T=25°C to about 13 mm at T=40°C, a roughly 77% reduction. The abstract and introduction characterize the device as insensitive to environmental perturbations and 'robust', which readers will reasonably interpret as applying to actuation performance, not only to the no-power rest state. The authors should explicitly qualify the insensitivity claim as applying to the rest state, and should quantify and discuss the temperature dependence of the active actuation range, ideally with a comparison to a conventional actuator under the same active-heating conditions.
  3. [Figs. 2-4, §3 Quantitative claims] The headline quantitative comparisons lack error bars and replicate counts. In particular, the thermal sensitivity coefficients c_conv ≃ 0.047 cm⁻¹K⁻¹ and c_meta ≃ 0.00041 cm⁻¹K⁻¹ (from which the >100× factor is computed) appear to be extracted from single measurements, and the 30 s/34 s forced-return times are single traces. Without at least three independent samples and reported standard deviations, the reader cannot assess whether the reported factors are statistically meaningful. Please add error bars and sample sizes for all quantitative claims that support the abstract (deflection percentage, sensitivity ratio, return-time improvement).
minor comments (6)
  1. [§1, design criterion] The equation for the thermal cross-talk criterion is garbled in the manuscript (the symbols appear as '௛௪୼ௗ௞௧' rather than a properly typeset expression). Please correct the equation and define each symbol in the text; it appears to be h w²/(k t Δd) ≫ 1 based on the surrounding definition, but the printed form should be unambiguous.
  2. [§1, design criterion] The numerical value ≈123 depends on an assumed convective heat transfer coefficient h = 10 W m⁻² K⁻¹, which is stated without justification. This is acceptable as an order-of-magnitude estimate, but the manuscript should label it as such and note the sensitivity of the criterion to this assumption.
  3. [§2, Fig. 2b caption] The caption says 'Tip displacement as a function of input power' while the text specifies that displacement was measured 1 cm from the tip; please align the caption and text by stating the measurement location in the caption.
  4. [§2, §4, passive vs forced return] The passive relaxation is reported as reaching <0.1 mm deviation after over 400 s, whereas Fig. 4 uses normalized displacement with a different measurement convention (sensor fixed 75 mm below the actuator's highest point). Please make explicit in the text that the two observables are not directly comparable, especially since the forced-return data use a different sensor configuration.
  5. [§4, Fig. 4c] The text mentions alternating activation of inner (30 s) and outer (50 s) loops, but does not explain why the two intervals differ or whether the displacement values in Fig. 4c correspond to saturated states; a brief sentence clarifying the protocol would help.
  6. [References [84–87]] The statement 'We attribute this reduction in performance to the nonlinearity of the material properties' cites references on BOPP dielectric breakdown and electrical insulation, which are not the relevant temperature-dependent mechanical properties (CTE, modulus, hygroscopic response). Please cite appropriate sources for temperature-dependent thermal expansion or mechanical behavior of paper and BOPP.

Circularity Check

0 steps flagged · score 0.0 of 10

No circularity: the paper's headline claims are measured outputs, not predictions derived from inputs that contain them.

full rationale

This is an experimental demonstration paper. The headline claims (bidirectional deflection, >100x lower thermal sensitivity, and >10x faster forced return) are all presented as directly measured quantities from displacement, curvature, and time-series experiments (Figs. 2-4), not as outputs of a model whose inputs encode those same claims. The thermal cross-talk criterion h w^2/(k t Delta d) >> 1 is an order-of-magnitude design heuristic with an assumed convection coefficient, but it is not used to retroactively fabricate the measured performance values; thermal-camera images corroborate heater independence empirically. The ambient-insensitivity claim is supported by direct comparison of measured curvature versus temperature for meta-actuators and conventional single-sided actuators (Fig. 3b), and the >100x figure is a slope comparison of those measurements. The forced-return claim compares the time to reach the rest state under counter-heating with the residual displacement of a passively cooled sample at the same elapsed time; while the reader's note that the forced-return 'zero crossing' is a transient rather than a settled equilibrium is a metric-interpretation or correctness concern, it is not a circular derivation. No load-bearing argument reduces to a self-citation: the reference list contains no self-citations by the present authors, and the cited prior work (e.g., fabrication adapted from [76], twisting-minimization guidance [73]) is external or methodological rather than a uniqueness theorem that forces the conclusion. Therefore no circular step is present.

Assumptions & free parameters 0 free parameters · 4 assumptions · 0 invented entities

The central claims rest on material properties (paper hygroscopic shrinkage, BOPP expansion), the symmetry of the double-sided design, and the assumed thermal independence of the two heaters. These are domain assumptions with experimental support to varying degrees; no parameters are fitted to data to produce the claimed performance numbers.

assumptions (4)
  • domain assumption Thermal cross-talk between the two heater loops is negligible when h w^2/(k t Δd) >> 1, with h assumed 10 W m-2 K-1.
    This criterion is used to justify independent operation of the two heaters. The printed formula is garbled and the computed value is inconsistent, but thermal-camera images support independence experimentally.
  • domain assumption Paper substrate shrinks with increasing temperature due to hygroscopic response, driving the strain-mismatch actuation with BOPP.
    The actuation mechanism depends on this material behavior, cited from refs [74-76]. If paper expanded with temperature instead of shrinking, the bending direction would change.
  • domain assumption Ambient temperature changes heat both sides of the double-sided actuator equally, so thermally induced stresses cancel.
    This symmetry underlies the >100x lower thermal-sensitivity claim. The paper acknowledges sample-to-sample rest-position drift, so cancellation is imperfect.
  • domain assumption The actuator bends with approximately constant curvature, allowing three points to define a unique curvature circle.
    Used for curvature measurements in Fig. 3b. Non-constant curvature at large deflections could bias the reported thermal sensitivity coefficients.

how reviews work

0 comments
Cite this review

Pith. "Pith review of Soft Electrothermal Meta-Actuator for Robust Multifunctional Control." pith.science (2026). https://pith.science/paper/S7RXDDAY

@misc{pith2026250521992,
  author       = {Pith},
  title        = {Pith review of: Soft Electrothermal Meta-Actuator for Robust Multifunctional Control},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/S7RXDDAY}},
  note         = {Machine review of arXiv:2505.21992}
}
abstract

Soft electrothermal actuators are of great interest in diverse application domains for their simplicity, compliance, and ease of control. However, the very nature of thermally induced mechanical actuation sets inherent operation constraints: unidirectional motion, environmental sensitivity, and slow response times limited by passive cooling. To overcome these constraints, we propose a meta-actuator architecture, which uses engineered heat transfer in thin films to achieve multifunctional operation. We demonstrate electrically selectable bidirectional motion with large deflection ($ \geq $28% of actuator length at 0.75 W), suppressed thermal sensitivity to ambient temperature changes when compared to conventional actuators (>100$ \times $ lower), and actively forced return to the rest state, which is 10 times faster than that with passive cooling. We further show that our meta-actuator approach enables extended ranges of motions for manipulating complex objects. Versatile soft gripper operations highlight the meta-actuator's potential for soft robotics and devices.

Figures

Figures reproduced from arXiv: 2505.21992 by the authors.

Figure 1
Figure 1. Electrothermal meta-actuator concept, design, and operation. [PITH_FULL_IMAGE:figures/full_fig_p003_1.png] view at source ↗
Figure 2
Figure 2. Meta-actuator deflection and temperature measurements. (a) Superimposed photographs showing the actuator in different states: at rest, when the inner heater loop is activated, and when the outer heater loop is activated. (b) Tip displacement as a function of input power for actuators with different BOPP layer thicknesses (25 µm, 38 µm, 51 µm). (c) and (d) Actuator displacement and heater temperature rise as a functi… view at source ↗
Figure 3
Figure 3. Ambient thermal insensitivity of meta-actuator. (a) Illustration comparing meta￾actuator and conventional actuator response to ambient temperature changes. (b) Actuator curvatures as a function of ambient air temperature rise for meta-actuators and conventional actuators, respectively. (c) Meta-actuator tip displacement versus ambient temperature at rest and during inner or outer loop activation, respectively (0.75 … view at source ↗
Figures from the paper (2 more)
Figure 4
Figure 4. Figure 4: Meta-actuator forced return and motion control. (a) Normalized displacement as a function of time for the inner-loop forced return at different power levels (passive, 0.25 W, 0.50 W, 0.75 W). (b) Same as in panel (a) but for the outer-loop forced return. In panels (a) …
Figure 5
Figure 5. Figure 5: Complex objects manipulation capabilities with meta-actuator soft grippers [PITH_FULL_IMAGE:figures/full_fig_p012_5.png]

Discussion (0). Sign in to comment.

Reference graph

Works this paper leans on

87 extracted references · 80 canonical work pages

  1. [1]

    Caterpillar-inspired soft crawling robot with distributed programmable thermal actuation

    Wu, Shuang, Yaoye Hong, Yao Zhao, Jie Yin, and Yong Zhu. "Caterpillar-inspired soft crawling robot with distributed programmable thermal actuation." Science Advances 9, no. 12 (2023): eadf8014

  2. [2]

    Highly dynamic shape memory alloy actuator for fast moving soft robots

    Huang, Xiaonan, Kitty Kumar, Mohammad K. Jawed, Amir Mohammadi Nasab, Zisheng Ye, Wanliang Shan, and Carmel Majidi. "Highly dynamic shape memory alloy actuator for fast moving soft robots." Advanced Materials Technologies 4, no. 4 (2019): 1800540

  3. [3]

    Biomimetic color changing anisotropic soft actuators with 16 integrated metal nanowire percolation network transparent heaters for soft robotics

    Kim, Hyeonseok, Habeom Lee, Inho Ha, Jinwook Jung, Phillip Won, Hyunmin Cho, Junyeob Yeo et al. "Biomimetic color changing anisotropic soft actuators with 16 integrated metal nanowire percolation network transparent heaters for soft robotics." Advanced Functional Materials 28, no. 32 (2018): 1801847

  4. [4]

    Laser‐induced graphene for electrothermally controlled, mechanically guided, 3d assembly and human–soft actuators interaction

    Ling, Yun, Wenbo Pang, Xiaopeng Li, Shivam Goswami, Zheng Xu, David Stroman, Yachao Liu et al. "Laser‐induced graphene for electrothermally controlled, mechanically guided, 3d assembly and human–soft actuators interaction." Advanced Materials 32, no. 17 (2020): 1908475

  5. [5]

    Untethered soft actuators for soft standalone robotics

    Jung, Yeongju, Kangkyu Kwon, Jinwoo Lee, and Seung Hwan Ko. "Untethered soft actuators for soft standalone robotics." Nature Communications 15, no. 1 (2024): 3510

  6. [6]

    Liu, Xiaoya, Xiuxiu Jin, Lei Li, Jianfeng Wang, Yanyu Yang, Yanxia Cao, and Wanjie Wang. "Air-permeable, multifunctional, dual-energy-driven MXene- decorated polymeric textile-based wearable heaters with exceptional electrothermal and photothermal conversion performance." Journal of Materials Chemistry A 8, no. 25 (2020): 12526-12537

  7. [7]

    Recent Advances of Soft Actuators in Smart Wearable Electronic‐Textile

    Peng, Chang, Yahui Chen, Bao Yang, Zhenyu Jiang, Yiping Liu, Zejia Liu, Licheng Zhou, and Liqun Tang. "Recent Advances of Soft Actuators in Smart Wearable Electronic‐Textile." Advanced Materials Technologies 9, no. 15 (2024): 2400079

  8. [8]

    Soft sensors and actuators for wearable human–machine interfaces

    Park, Jonghwa, Youngoh Lee, Seungse Cho, Ayoung Choe, Jeonghee Yeom, Yun Goo Ro, Jinyoung Kim, Dong-hee Kang, Seungjae Lee, and Hyunhyub Ko. "Soft sensors and actuators for wearable human–machine interfaces." Chemical Reviews 124, no. 4 (2024): 1464-1534

Show all 87 references
  1. [9]

    A multipurpose electrothermal microgripper for biological micro-manipulation

    Zhang, Ran, Jinkui Chu, Haixiang Wang, and Zhaopeng Chen. "A multipurpose electrothermal microgripper for biological micro-manipulation." Microsystem technologies 19 (2013): 89-97

  2. [10]

    A review on actuation and sensing techniques for MEMS-based microgrippers

    Yang, Sijie, and Qingsong Xu. "A review on actuation and sensing techniques for MEMS-based microgrippers." Journal of Micro-Bio Robotics 13, no. 1 (2017): 1-14

  3. [11]

    Fourier transform infrared spectrometer based on an electrothermal MEMS mirror

    Wang, Donglin, Hongqiong Liu, Jicheng Zhang, Qiao Chen, Wei Wang, Xiaoyang Zhang, and Huikai Xie. "Fourier transform infrared spectrometer based on an electrothermal MEMS mirror." Applied Optics 57, no. 21 (2018): 5956-5961

  4. [12]

    On the design of piezoelectric MEMS scanning mirror for large reflection area and wide scan angle

    Cheng, Hao-Chien, Shi-Chi Liu, Chih-Chen Hsu, Hung-Yu Lin, Fuchi Shih, Mingching Wu, Kai-Chih Liang, Mei-Feng Lai, and Weileun Fang. "On the design of piezoelectric MEMS scanning mirror for large reflection area and wide scan angle." Sensors and Actuators A: Physical 349 (2023...

  5. [13]

    Soft electrothermal actuators using silver nanowire heaters

    Yao, Shanshan, Jianxun Cui, Zheng Cui, and Yong Zhu. "Soft electrothermal actuators using silver nanowire heaters." Nanoscale 9, no. 11 (2017): 3797-3805

  6. [14]

    Dual-mode biomimetic soft actuator with electrothermal and magneto-responsive performance

    Li, Wenwen, Min Sang, Shuai Liu, Bochao Wang, Xufeng Cao, Guanghui Liu, Xinglong Gong, Lingyun Hao, and Shouhu Xuan. "Dual-mode biomimetic soft actuator with electrothermal and magneto-responsive performance." Composites Part B: Engineering 238 (2022): 109880

  7. [15]

    Soft actuators for real-world applications

    Li, Meng, Aniket Pal, Amirreza Aghakhani, Abdon Pena-Francesch, and Metin Sitti. "Soft actuators for real-world applications." Nature Reviews Materials 7, no. 3 (2022): 235-249

  8. [16]

    Electrically controlled soft actuators with multiple and reprogrammable actuation modes

    Wang, Yang, Zhijian Wang, Qiguang He, Prajval Iyer, and Shengqiang Cai. "Electrically controlled soft actuators with multiple and reprogrammable actuation modes." Advanced Intelligent Systems 2, no. 6 (2020): 1900177

  9. [17]

    Rewritable electrically controllable liquid crystal actuators

    Liu, Yawen, Yahe Wu, Huan Liang, Hongtu Xu, Yen Wei, and Yan Ji. "Rewritable electrically controllable liquid crystal actuators." Advanced Functional Materials 33, no. 44 (2023): 2302110

  10. [18]

    Somatosensory actuator based on stretchable conductive photothermally responsive hydrogel

    Zhao, Yusen, Chiao-Yueh Lo, Lecheng Ruan, Chen-Huan Pi, Cheolgyu Kim, Yousif Alsaid, Imri Frenkel, Rossana Rico, Tsu-Chin Tsao, and Ximin He. "Somatosensory actuator based on stretchable conductive photothermally responsive hydrogel." Science Robotics 6, no. 53 (2021): eabd5483

  11. [19]

    Somatosensory, light‐driven, thin‐film robots capable of integrated perception and motility

    Wang, Xiao‐Qiao, Kwok Hoe Chan, Yin Cheng, Tianpeng Ding, Tongtao Li, Sippanat Achavananthadith, Selman Ahmet, John S. Ho, and Ghim Wei Ho. "Somatosensory, light‐driven, thin‐film robots capable of integrated perception and motility." Advanced Materials 32, no. 21 (2020): 2000351

  12. [20]

    Somatosensory Electrothermal Actuator through the Laser‐Induced Graphene Technology

    Wang, Hao, Xuyang Li, Xiaoyue Wang, Yong Qin, Yang Pan, and Xiaogang Guo. "Somatosensory Electrothermal Actuator through the Laser‐Induced Graphene Technology." Small 20, no. 21 (2024): 2310612

  13. [21]

    Electrothermally activated soft materials: Mechanisms, methods and applications

    Long, Chengyun, Rui Wang, Yongyu Wang, Hongbo Lan, Xiaoyang Zhu, and Yuan- Fang Zhang. "Electrothermally activated soft materials: Mechanisms, methods and applications." Progress in Materials Science (2024): 101406

  14. [22]

    High-performance low-voltage soft electrothermal actuator with directly printed micro-heater

    Cao, Yang, and Jingyan Dong. "High-performance low-voltage soft electrothermal actuator with directly printed micro-heater." Sensors and Actuators A: Physical 297 (2019): 111546. 18

  15. [23]

    Soft bimorph actuator with real-time multiplex motion perception

    Zhao, Hongtao, Run Hu, Pan Li, Anzhu Gao, Xuantong Sun, Xiaohui Zhang, Xiangjun Qi et al. "Soft bimorph actuator with real-time multiplex motion perception." Nano Energy 76 (2020): 104926

  16. [24]

    Electrothermal actuation based on carbon nanotube network in silicone elastomer

    Chen, Lu-Zhuo, C. H. Liu, C. H. Hu, and S. S. Fan. "Electrothermal actuation based on carbon nanotube network in silicone elastomer." Applied Physics Letters 92, no. 26 (2008)

  17. [25]

    Fast thermal actuators for soft robotics

    Wu, Shuang, Gregory Langston Baker, Jie Yin, and Yong Zhu. "Fast thermal actuators for soft robotics." Soft Robotics 9, no. 6 (2022): 1031-1039

  18. [26]

    Pre-programmed tri-layer electro- thermal actuators composed of shape memory polymer and carbon nanotubes

    Sachyani Keneth, Ela, Giulia Scalet, Michael Layani, Gal Tibi, Amir Degani, Ferdinando Auricchio, and Shlomo Magdassi. "Pre-programmed tri-layer electro- thermal actuators composed of shape memory polymer and carbon nanotubes." Soft Robotics 7, no. 2 (2020): 123-129

  19. [27]

    Electrothermally‐Driven Elongating‐Contracting Film Actuators Based on Two‐Way Shape Memory Carbon Nanotube/Ethylene‐Vinyl Acetate Composites

    Xu, Lu, et al. "Electrothermally‐Driven Elongating‐Contracting Film Actuators Based on Two‐Way Shape Memory Carbon Nanotube/Ethylene‐Vinyl Acetate Composites." Advanced Materials Technologies 7.7 (2022): 2101229

  20. [28]

    Reprogrammable recovery and actuation behaviour of shape-memory polymers

    Lendlein, Andreas, and Oliver EC Gould. "Reprogrammable recovery and actuation behaviour of shape-memory polymers." Nature Reviews Materials 4, no. 2 (2019): 116-133

  21. [29]

    Flexible active skin: large reconfigurable arrays of individually addressed shape memory polymer actuators

    Besse, Nadine, Samuel Rosset, Juan Jose Zarate, and Herbert Shea. "Flexible active skin: large reconfigurable arrays of individually addressed shape memory polymer actuators." Advanced Materials Technologies 2, no. 10 (2017): 1700102

  22. [30]

    An electrically actuated soft artificial muscle based on a high-performance flexible electrothermal film and liquid-crystal elastomer

    Liu, Haoran, Hongmiao Tian, Jinyou Shao, Zhijian Wang, Xiangming Li, Chunhui Wang, and Xiaoliang Chen. "An electrically actuated soft artificial muscle based on a high-performance flexible electrothermal film and liquid-crystal elastomer." ACS Applied Materials & Interfaces 12...

  23. [31]

    Direct‐Ink‐Written Shape‐Programmable Micro‐Supercapacitors with Electrothermal Liquid Crystal Elastomers

    Yang, Le, et al. "Direct‐Ink‐Written Shape‐Programmable Micro‐Supercapacitors with Electrothermal Liquid Crystal Elastomers." Advanced Functional Materials (2025): 2504979

  24. [32]

    Liquid crystalline elastomers as actuators and sensors

    Ohm, Christian, Martin Brehmer, and Rudolf Zentel. "Liquid crystalline elastomers as actuators and sensors." Advanced materials 22, no. 31 (2010): 3366-3387

  25. [33]

    Voxelated liquid crystal elastomers

    Ware, Taylor H., Michael E. McConney, Jeong Jae Wie, Vincent P. Tondiglia, and Timothy J. White. "Voxelated liquid crystal elastomers." Science 347, no. 6225 (2015): 982-984. 19

  26. [34]

    Layered liquid crystal elastomer actuators

    Guin, Tyler, Michael J. Settle, Benjamin A. Kowalski, Anesia D. Auguste, Richard V. Beblo, Gregory W. Reich, and Timothy J. White. "Layered liquid crystal elastomer actuators." Nature communications 9, no. 1 (2018): 2531

  27. [35]

    Mouldable liquid-crystalline elastomer actuators with exchangeable covalent bonds

    Pei, Zhiqiang, Yang Yang, Qiaomei Chen, Eugene M. Terentjev, Yen Wei, and Yan Ji. "Mouldable liquid-crystalline elastomer actuators with exchangeable covalent bonds." Nature materials 13, no. 1 (2014): 36-41

  28. [36]

    Flexible mechanical metamaterials

    Bertoldi, Katia, Vincenzo Vitelli, Johan Christensen, and Martin Van Hecke. "Flexible mechanical metamaterials." Nature Reviews Materials 2, no. 11 (2017): 1- 11

  29. [37]

    Metamaterials: a new frontier of science and technology

    Liu, Yongmin, and Xiang Zhang. "Metamaterials: a new frontier of science and technology." Chemical Society Reviews 40, no. 5 (2011): 2494-2507

  30. [38]

    Mechanical metamaterials and beyond

    Jiao, Pengcheng, Jochen Mueller, Jordan R. Raney, Xiaoyu Zheng, and Amir H. Alavi. "Mechanical metamaterials and beyond." Nature communications 14, no. 1 (2023): 6004

  31. [39]

    Overview on metamaterial: History, types and applications

    Kumar, Rakesh, Manoj Kumar, Jasgurpreet Singh Chohan, and Santosh Kumar. "Overview on metamaterial: History, types and applications." Materials Today: Proceedings 56 (2022): 3016-3024

  32. [40]

    Mechanical properties of architected nanomaterials made from organic–inorganic nanocrystals

    Gu, X. Wendy. "Mechanical properties of architected nanomaterials made from organic–inorganic nanocrystals." JOM 70, no. 10 (2018): 2205-2217

  33. [41]

    Ultralight, ultrastiff mechanical metamaterials

    Zheng, Xiaoyu, Howon Lee, Todd H. Weisgraber, Maxim Shusteff, Joshua DeOtte, Eric B. Duoss, Joshua D. Kuntz et al. "Ultralight, ultrastiff mechanical metamaterials." Science 344, no. 6190 (2014): 1373-1377

  34. [42]

    Mechanical metamaterials: a state of the art

    Barchiesi, Emilio, Mario Spagnuolo, and Luca Placidi. "Mechanical metamaterials: a state of the art." Mathematics and Mechanics of Solids 24, no. 1 (2019): 212-234

  35. [43]

    DNA-silica nanolattices as mechanical metamaterials

    Kulikowski, John, Shuang Wang, Zachary Aitken, Jack Grimm, Baisen Gao, Melody M. Wang, David Doan et al. "DNA-silica nanolattices as mechanical metamaterials." Matter 7, no. 6 (2024): 2144-2160

  36. [44]

    Ultra-strong architected Cu meso-lattices

    Gu, X. Wendy, and Julia R. Greer. "Ultra-strong architected Cu meso-lattices." Extreme Mechanics Letters 2 (2015): 7-14

  37. [45]

    On anisotropic versions of three-dimensional pentamode metamaterials

    Kadic, Muamer, Tiemo Bückmann, Robert Schittny, and Martin Wegener. "On anisotropic versions of three-dimensional pentamode metamaterials." New Journal of Physics 15, no. 2 (2013): 023029

  38. [46]

    Bridging hard and soft: Mechanical metamaterials 20 enable rigid torque transmission in soft robots

    Carton, Molly, Jakub F. Kowalewski, Jiani Guo, Jacob F. Alpert, Aman Garg, Daniel Revier, and Jeffrey Ian Lipton. "Bridging hard and soft: Mechanical metamaterials 20 enable rigid torque transmission in soft robots." Science Robotics 10, no. 100 (2025): eads0548

  39. [47]

    Fabrication-Directed Entanglement for Designing Chiral and Anisotropic Metamaterial Foams

    Revier, Daniel, and Jeffrey Ian Lipton. "Fabrication-Directed Entanglement for Designing Chiral and Anisotropic Metamaterial Foams." arXiv preprint arXiv:2505.03064 (2025)

  40. [48]

    Negative Poisson's ratio in modern functional materials

    Huang, Chuanwei, and Lang Chen. "Negative Poisson's ratio in modern functional materials." Advanced Materials 28, no. 37 (2016): 8079-8096

  41. [49]

    Double‐negative mechanical metamaterials displaying simultaneous negative stiffness and negative Poisson's ratio properties

    Hewage, Trishan AM, Kim L. Alderson, Andrew Alderson, and Fabrizio Scarpa. "Double‐negative mechanical metamaterials displaying simultaneous negative stiffness and negative Poisson's ratio properties." Advanced Materials 28, no. 46 (2016): 10323-10332

  42. [50]

    Multi-material additive manufacturing of metamaterials with giant, tailorable negative Poisson’s ratios

    Chen, Da, and Xiaoyu Zheng. "Multi-material additive manufacturing of metamaterials with giant, tailorable negative Poisson’s ratios." Scientific reports 8, no. 1 (2018): 1-8

  43. [51]

    Magneto‐ mechanical metamaterials with widely tunable mechanical properties and acoustic bandgaps

    Montgomery, S. Macrae, Shuai Wu, Xiao Kuang, Connor D. Armstrong, Cole Zemelka, Qiji Ze, Rundong Zhang, Ruike Zhao, and H. Jerry Qi. "Magneto‐ mechanical metamaterials with widely tunable mechanical properties and acoustic bandgaps." Advanced Functional Materials 31, no. 3 (20...

  44. [52]

    Programmable gear-based mechanical metamaterials

    Fang, Xin, Jihong Wen, Li Cheng, Dianlong Yu, Hongjia Zhang, and Peter Gumbsch. "Programmable gear-based mechanical metamaterials." Nature Materials 21, no. 8 (2022): 869-876

  45. [53]

    Stretchable and transparent kirigami conductor of nanowire percolation network for electronic skin applications

    Won, Phillip, Jung Jae Park, Taemin Lee, Inho Ha, Seonggeun Han, Mansoo Choi, Jinhwan Lee, Sukjoon Hong, Kyu-Jin Cho, and Seung Hwan Ko. "Stretchable and transparent kirigami conductor of nanowire percolation network for electronic skin applications." Nano letters 19, no. 9 (2...

  46. [54]

    Ultrastretchable kirigami bioprobes

    Morikawa, Yusuke, Shota Yamagiwa, Hirohito Sawahata, Rika Numano, Kowa Koida, Makoto Ishida, and Takeshi Kawano. "Ultrastretchable kirigami bioprobes." Advanced healthcare materials 7, no. 3 (2018): 1701100

  47. [55]

    Super stretchable hexagonal boron nitride Kirigami

    Han, Tongwei, Fabrizio Scarpa, and Neil L. Allan. "Super stretchable hexagonal boron nitride Kirigami." Thin Solid Films 632 (2017): 35-43

  48. [56]

    3d printer-based encapsulated origami electronics for extreme system stretchability and high areal coverage

    Jo, Mansik, et al. "3d printer-based encapsulated origami electronics for extreme system stretchability and high areal coverage." ACS nano 13.11 (2019): 12500- 12510. 21

  49. [57]

    Kirigami enabled reconfigurable three-dimensional evaporator arrays for dynamic solar tracking and high efficiency desalination

    Li, Hao, Weixin Zhang, Xi Liao, and Lizhi Xu. "Kirigami enabled reconfigurable three-dimensional evaporator arrays for dynamic solar tracking and high efficiency desalination." Science Advances 10, no. 26 (2024): eado1019

  50. [58]

    Programming shape using kirigami tessellations

    Choi, Gary PT, Levi H. Dudte, and Lakshminarayanan Mahadevan. "Programming shape using kirigami tessellations." Nature materials 18, no. 9 (2019): 999-1004

  51. [59]

    Boundary curvature guided programmable shape-morphing kirigami sheets

    Hong, Yaoye, Yinding Chi, Shuang Wu, Yanbin Li, Yong Zhu, and Jie Yin. "Boundary curvature guided programmable shape-morphing kirigami sheets." Nature communications 13, no. 1 (2022): 530

  52. [60]

    Shape-morphing architected sheets with non-periodic cut patterns

    Celli, Paolo, Connor McMahan, Brian Ramirez, Anton Bauhofer, Christina Naify, Douglas Hofmann, Basile Audoly, and Chiara Daraio. "Shape-morphing architected sheets with non-periodic cut patterns." Soft matter 14, no. 48 (2018): 9744-9749

  53. [61]

    Dynamic kirigami structures for integrated solar tracking

    Lamoureux, Aaron, Kyusang Lee, Matthew Shlian, Stephen R. Forrest, and Max Shtein. "Dynamic kirigami structures for integrated solar tracking." Nature communications 6, no. 1 (2015): 8092

  54. [62]

    Origami-inspired active structures: a synthesis and review

    Peraza-Hernandez, Edwin A., Darren J. Hartl, Richard J. Malak Jr, and Dimitris C. Lagoudas. "Origami-inspired active structures: a synthesis and review." Smart Materials and Structures 23, no. 9 (2014): 094001

  55. [63]

    Active materials for functional origami

    Leanza, Sophie, Shuai Wu, Xiaohao Sun, H. Jerry Qi, and Ruike Renee Zhao. "Active materials for functional origami." Advanced Materials 36, no. 9 (2024): 2302066

  56. [64]

    Kirigami‐based light‐induced shape‐morphing and locomotion

    Cheng, Yu‐Chieh, Hao‐Chuan Lu, Xuan Lee, Hao Zeng, and Arri Priimagi. "Kirigami‐based light‐induced shape‐morphing and locomotion." Advanced Materials 32, no. 7 (2020): 1906233

  57. [65]

    Modular multi-degree- of-freedom soft origami robots with reprogrammable electrothermal actuation

    Wu, Shuang, Tuo Zhao, Yong Zhu, and Glaucio H. Paulino. "Modular multi-degree- of-freedom soft origami robots with reprogrammable electrothermal actuation." Proceedings of the National Academy of Sciences 121, no. 20 (2024): e2322625121

  58. [66]

    Self-folding origami: shape memory composites activated by uniform heating

    Tolley, Michael T., Samuel M. Felton, Shuhei Miyashita, Daniel Aukes, Daniela Rus, and Robert J. Wood. "Self-folding origami: shape memory composites activated by uniform heating." Smart Materials and Structures 23, no. 9 (2014): 094006

  59. [67]

    Programmable active kirigami metasheets with more freedom of actuation

    Tang, Yichao, Yanbin Li, Yaoye Hong, Shu Yang, and Jie Yin. "Programmable active kirigami metasheets with more freedom of actuation." Proceedings of the National Academy of Sciences 116, no. 52 (2019): 26407-26413

  60. [68]

    Active W-VO2-based Kirigami-structured films with digital control for energy 22 efficient smart window

    Chen, Zhengjie, Chengchen Feng, Lin Jiang, Yujie Ke, Xiaoxue Han, and Xinghai Liu. "Active W-VO2-based Kirigami-structured films with digital control for energy 22 efficient smart window." Solar Energy Materials and Solar Cells 285 (2025): 113551

  61. [69]

    Switchable Kirigami structures as window envelopes for energy- efficient buildings

    Yin, Hanzhi, Xishu Zhou, Zhengui Zhou, Rong Liu, Xiwei Mo, Zewen Chen, Erqi Yang et al. "Switchable Kirigami structures as window envelopes for energy- efficient buildings." Research 6 (2023): 0103

  62. [70]

    Self-deployable origami stent grafts as a biomedical application of Ni-rich TiNi shape memory alloy foil

    Kuribayashi, Kaori, Koichi Tsuchiya, Zhong You, Dacian Tomus, Minoru Umemoto, Takahiro Ito, and Masahiro Sasaki. "Self-deployable origami stent grafts as a biomedical application of Ni-rich TiNi shape memory alloy foil." Materials Science and Engineering: A 419, no. 1-2 (2006)...

  63. [71]

    Self-folding polymeric containers for encapsulation and delivery of drugs

    Fernandes, Rohan, and David H. Gracias. "Self-folding polymeric containers for encapsulation and delivery of drugs." Advanced drug delivery reviews 64, no. 14 (2012): 1579-1589

  64. [72]

    Kirigami artificial muscles with complex biologically inspired morphologies

    Sareh, Sina, and Jonathan Rossiter. "Kirigami artificial muscles with complex biologically inspired morphologies." Smart Materials and Structures 22, no. 1 (2012): 014004

  65. [73]

    Fabrication, modeling, and characterization of soft twisting electrothermal actuators with directly printed oblique heater

    Cao, Yang, and Jingyan Dong. "Fabrication, modeling, and characterization of soft twisting electrothermal actuators with directly printed oblique heater." Journal of Micromechanics and Microengineering 32, no. 3 (2022): 035001

  66. [74]

    Thermal properties of copy paper sheets

    Lavrykov, Sergiy A., and B. V. Ramarao. "Thermal properties of copy paper sheets." Drying Technology 30, no. 3 (2012): 297-311

  67. [75]

    Capacitive temperature sensing via displacement amplification

    Taniker, Semih, Vincenzo Costanza, Paolo Celli, and Chiara Daraio. "Capacitive temperature sensing via displacement amplification." IEEE Sensors Journal 22, no. 11 (2022): 10388-10395

  68. [76]

    Self‐sensing paper actuators based on graphite– carbon nanotube hybrid films

    Amjadi, Morteza, and Metin Sitti. "Self‐sensing paper actuators based on graphite– carbon nanotube hybrid films." Advanced science 5, no. 7 (2018): 1800239

  69. [77]

    Graphene‐based actuator with integrated‐sensing function

    Chen, Luzhuo, Mingcen Weng, Peidi Zhou, Feng Huang, Changhong Liu, Shoushan Fan, and Wei Zhang. "Graphene‐based actuator with integrated‐sensing function." Advanced Functional Materials 29, no. 5 (2019): 1806057

  70. [78]

    Bioinspired bilayer hydrogel-based actuator with rapidly bidirectional actuation, programmable deformation and devisable functionality

    Xu, Weizhong, Pengli Dong, Senpeng Lin, Zhongwen Kuang, Zhiqin Zhang, Shunli Wang, Fangmin Ye, Lin Cheng, Huaping Wu, and Aiping Liu. "Bioinspired bilayer hydrogel-based actuator with rapidly bidirectional actuation, programmable deformation and devisable functionality." Senso...

  71. [79]

    Multiresponsive bidirectional bending actuators fabricated by a pencil‐on‐paper method

    Weng, Mingcen, Peidi Zhou, Luzhuo Chen, Lingling Zhang, Wei Zhang, Zhigao Huang, Changhong Liu, and Shoushan Fan. "Multiresponsive bidirectional bending actuators fabricated by a pencil‐on‐paper method." Advanced Functional Materials 26, no. 40 (2016): 7244-7253

  72. [80]

    Vapor and light responsive biocompatible soft actuator

    Kumar, Vipin, and Dillip K. Satapathy. "Vapor and light responsive biocompatible soft actuator." Langmuir 40, no. 21 (2024): 11206-11214

  73. [81]

    An ultra-large deformation bidirectional actuator based on a carbon nanotube/PDMS composite and a chitosan film

    Xu, Hang, Xiuzhu Xu, Jiawei Xu, Shengping Dai, Xu Dong, Feng Han, Ningyi Yuan, and Jianning Ding. "An ultra-large deformation bidirectional actuator based on a carbon nanotube/PDMS composite and a chitosan film." Journal of Materials Chemistry B 7, no. 47 (2019): 7558-7565

  74. [82]

    A multi- responsive bidirectional bending actuator based on polypyrrole and agar nanocomposites

    Wang, Taoping, Mingtong Li, Hui Zhang, Yunyu Sun, and Bin Dong. "A multi- responsive bidirectional bending actuator based on polypyrrole and agar nanocomposites." Journal of Materials Chemistry C 6, no. 24 (2018): 6416-6422

  75. [83]

    Twistable and bendable actuator: a CNT/polymer sandwich structure driven by thermal gradient

    Seo, Dong Kyun, Tae June Kang, Dae Weon Kim, and Yong Hyup Kim. "Twistable and bendable actuator: a CNT/polymer sandwich structure driven by thermal gradient." Nanotechnology 23, no. 7 (2012): 075501

  76. [84]

    The effect of temperature on the energy storage performance of BOPP film

    Zhang, Chi, Yuetao Zhao, Hu Ye, Jing-Jie Xu, Yujiu Zhou, Feixue Luo, Qifeng Pan, and Jianhua Xu. "The effect of temperature on the energy storage performance of BOPP film." Materials Letters (2025): 138230

  77. [85]

    Temperature dependence of DC dielectric strength and voltage endurance of BOPP

    Werner, S., M. Kellner, J. Kaschta, and D. W. Schubert. "Temperature dependence of DC dielectric strength and voltage endurance of BOPP." In 2023 IEEE Conference on Electrical Insulation and Dielectric Phenomena (CEIDP), pp. 1-5. IEEE, 2023

  78. [86]

    Dielectric performance improvement of polypropylene film modified by γ-ray irradiation for HVDC capacitors

    Xiao, Meng, Kaixu Wang, Yuning Song, and Boxue Du. "Dielectric performance improvement of polypropylene film modified by γ-ray irradiation for HVDC capacitors." Journal of Physics D: Applied Physics 57, no. 12 (2023): 125503

  79. [87]

    The thermal expansion of cellulose, hemicellulose, and lignin

    Ramiah, M. V., and D. A. I. Goring. "The thermal expansion of cellulose, hemicellulose, and lignin." In Journal of Polymer Science Part C: Polymer Symposia, vol. 11, no. 1, pp. 27-48. New York: Wiley Subscription Services, Inc., A Wiley Company, 1965

Pith tools

Reviewed August 7, 2026 · model on record in the stance chip above.