REFERENCES

1. Aubin, C. A.; Gorissen, B.; Milana, E.; et al. Towards enduring autonomous robots via embodied energy. Nature 2022, 602, 393-402.

2. Zhou, X.; Li, D.; He, S.; et al. MEMS: the sensory nervous system for embodied AI robots. SmartBot 2025, 1, e70004.

3. Wang, D.; Wei, R.; Zhang, J.; et al. Universal bioinspired adhesives for arbitrary unknown surfaces toward dexterous robotic manipulation. Microsyst. Nanoeng. 2026, 12, 213.

4. Urrea, C.; Kern, J. Recent advances and challenges in industrial robotics: a systematic review of technological trends and emerging applications. Processes 2025, 13, 832.

5. Yasa, O.; Toshimitsu, Y.; Michelis, M. Y.; et al. An overview of soft robotics. Annu. Rev. Control. Robot. Auton. Syst. 2023, 6, 1-29.

6. Hu, W.; Lum, G. Z.; Mastrangeli, M.; Sitti, M. Small-scale soft-bodied robot with multimodal locomotion. Nature 2018, 554, 81-5.

7. Wen, T.; Hu, J.; Zhang, J.; Li, X.; Kang, S.; Zhang, N. Design, performance analysis, and experiments of a soft robot for rescue. J. Mech. Robot. 2024, 16, 071011.

8. Abidi, H.; Gerboni, G.; Brancadoro, M.; et al. Highly dexterous 2-module soft robot for intra-organ navigation in minimally invasive surgery. Int. J. Med. Robot. 2018, 14, e1875.

9. Gorissen, B.; De Volder, M.; Reynaerts, D. Chip-on-tip endoscope incorporating a soft robotic pneumatic bending microactuator. Biomed. Microdevices. 2018, 20, 73.

10. Li, M.; Pal, A.; Aghakhani, A.; Pena-Francesch, A.; Sitti, M. Soft actuators for real-world applications. Nat. Rev. Mater. 2022, 7, 235-49.

11. Hegde, C.; Su, J.; Tan, J. M. R.; He, K.; Chen, X.; Magdassi, S. Sensing in soft robotics. ACS. Nano. 2023, 17, 15277-307.

12. Zhang, J.; Wang, P.; Xie, W.; Wang, H.; Zhang, Y.; Zhou, H. Cephalopod-inspired nanomaterials for optical and thermal regulation: mechanisms, applications and perspectives. ACS. Nano. 2024, 18, 24741-69.

13. Yin, S.; Yao, D. R.; Song, Y.; et al. Wearable and implantable soft robots. Chem. Rev. 2024, 124, 11585-636.

14. Sarker, A.; Ul Islam, T.; Islam, M. R. A review on recent trends of bioinspired soft robotics: actuators, control methods, materials selection, sensors, challenges, and future prospects. Adv. Intell. Syst. 2025, 7, 2400414.

15. Yang, S.; Li, J. MEMS microrobots: components, applications, design challenges and perspectives. Intell. Robot. 2025, 5, 864-91.

16. Wang, W.; Jiang, Y.; Zhong, D.; et al. Neuromorphic sensorimotor loop embodied by monolithically integrated, low-voltage, soft e-skin. Science 2023, 380, 735-42.

17. Gao, H.; Zhao, F.; Liu, J.; Meng, Z.; Han, Z.; Liu, Y. What exactly can bionic strategies achieve for flexible sensors? ACS. Appl. Mater. Interfaces. 2024, 16, 38811-31.

18. Qin, J.; Tang, Y.; Zeng, Y.; Liu, X.; Tang, D. Recent advances in flexible sensors: from sensing materials to detection modes. TrAC. Trends. Anal. Chem. 2024, 181, 118027.

19. Zhou, S.; Li, Y.; Wang, Q.; Lyu, Z. Integrated actuation and sensing: toward intelligent soft robots. Cyborg. Bionic. Syst. 2024, 5, 0105.

20. He, Q.; Yin, R.; Hua, Y.; et al. A modular strategy for distributed, embodied control of electronics-free soft robots. Sci. Adv. 2023, 9, eade9247.

21. Tian, J.; Cao, W. Reconfigurable flexible metasurfaces: from fundamentals towards biomedical applications. PhotoniX 2024, 5, 116.

22. Yi, Z.; Gong, S.; Fang, F.; et al. Sensor-actuator integration for intelligent devices. Device 2025, 3, 100717.

23. López-Díaz, A.; Vázquez, A. S.; Vázquez, E. Hydrogels in soft robotics: past, present, and future. ACS. Nano. 2024, 18, 20817-26.

24. Qin, L.; Peng, H.; Huang, X.; Liu, M.; Huang, W. Modeling and simulation of dynamics in soft robotics: a review of numerical approaches. Curr. Robot. Rep. 2024, 5, 1-13.

25. Yao, D. R.; Kim, I.; Yin, S.; Gao, W. Multimodal soft robotic actuation and locomotion. Adv. Mater. 2024, 36, e2308829.

26. Jung, Y.; Kwon, K.; Lee, J.; Ko, S. H. Untethered soft actuators for soft standalone robotics. Nat. Commun. 2024, 15, 3510.

27. Zhang, C.; Duan, Y.; Jiao, Z.; et al. Functional fluid-based soft robotic actuation. Adv. Mater. 2025, 37, e2502669.

28. Li, G.; Wong, T. W.; Shih, B.; et al. Bioinspired soft robots for deep-sea exploration. Nat. Commun. 2023, 14, 7097.

29. Walker, J.; Zidek, T.; Harbel, C.; et al. Soft robotics: a review of recent developments of pneumatic soft actuators. Actuators 2020, 9, 3.

30. Gao, F.; Chen, Y.; Zhou, C.; Yang, X. Design of water hydraulic-driven soft joint and stiffness-posture integrated control for underwater snake robots. J. Bionic. Eng. 2026, 23, 2045-64.

31. Xavier, M. S.; Fleming, A. J.; Yong, Y. K. Finite element modeling of soft fluidic actuators: overview and recent developments. Adv. Intell. Syst. 2021, 3, 2000187.

32. Yao, S.; Gao, S.; Lin, Y.; et al. Soft pneumatic actuators with multiple constraint layers for simplified robotic control. Sens. Actuators. A. Phys. 2026, 402, 117662.

33. Zhu, M.; Do, T. N.; Hawkes, E.; Visell, Y. Fluidic fabric muscle sheets for wearable and soft robotics. Soft. Robot. 2020, 7, 179-97.

34. Galloway, K. C.; Becker, K. P.; Phillips, B.; et al. Soft robotic grippers for biological sampling on deep reefs. Soft. Robot. 2016, 3, 23-33.

35. Yuk, H.; Lin, S.; Ma, C.; Takaffoli, M.; Fang, N. X.; Zhao, X. Hydraulic hydrogel actuators and robots optically and sonically camouflaged in water. Nat. Commun. 2017, 8, 14230.

36. Gorissen, B.; Reynaerts, D.; Konishi, S.; Yoshida, K.; Kim, J. W.; De Volder, M. Elastic inflatable actuators for soft robotic applications. Adv. Mater. 2017, 29, 1604977.

37. Feng, M.; Yang, D.; Ren, L.; Wei, G.; Gu, G. X-crossing pneumatic artificial muscles. Sci. Adv. 2023, 9, eadi7133.

38. Comoretto, A.; Schomaker, H. A. H.; Overvelde, J. T. B. Physical synchronization of soft self-oscillating limbs for fast and autonomous locomotion. Science 2025, 388, 610-5.

39. De Pascali, C.; Naselli, G. A.; Palagi, S.; Scharff, R. B. N.; Mazzolai, B. 3D-printed biomimetic artificial muscles using soft actuators that contract and elongate. Sci. Robot. 2022, 7, eabn4155.

40. Zhang, C.; Yang, H.; Garziera, R.; Xu, Y.; Jiang, H. Reprogrammable gripper through pneumatic tunable bistable origami actuators. Int. J. Mech. Sci. 2025, 286, 109889.

41. Guan, Q.; Liu, L.; Sun, J.; et al. Multifunctional soft stackable robots by netting-rolling-splicing pneumatic artificial muscles. Soft. Robot. 2023, 10, 1001-14.

42. Gao, T.; Bico, J.; Roman, B. Pneumatic cells toward absolute Gaussian morphing. Science 2023, 381, 862-7.

43. Liu, S.; Liu, C.; Wei, G.; Ren, L.; Ren, L. Design, modeling, and optimization of hydraulically powered double-joint soft robotic fish. IEEE. Trans. Robot. 2025, 41, 1211-23.

44. Kashyap, V.; Caprio, A.; Doshi, T.; et al. Multilayer fabrication of durable catheter-deployable soft robotic sensor arrays for efficient left atrial mapping. Sci. Adv. 2020, 6, eabc6800.

45. Incekara, S.; Kwon, S.; Kwon, G.; Ha, J. Tendon-driven compliant wheel-less snake robot for undulatory locomotion using conformable ground contacts. Adv. Intell. Syst. 2026, 8, e202501183.

46. Kim, Y.; Cha, Y. Soft pneumatic gripper with a tendon-driven soft origami pump. Front. Bioeng. Biotechnol. 2020, 8, 461.

47. Ren, T.; Li, Y.; Xu, M.; Li, Y.; Xiong, C.; Chen, Y. A novel tendon-driven soft actuator with self-pumping property. Soft. Robot. 2020, 7, 130-9.

48. Chen, Z.; He, Y.; Li, B.; et al. A robotic prosthetic hand for computer mouse operations. Adv. Intell. Syst. 2025, 7, 2500126.

49. Zhang, N.; Zhou, P.; Yang, X.; et al. Biomimetic rigid-soft finger design for highly dexterous and adaptive robotic hands. Sci. Adv. 2025, 11, eadu2018.

50. Lai, J.; Zeng, B.; Liu, J.; et al. Current research status of ionic polymer–metal composites in applications of low-voltage actuators. Mater. Adv. 2024, 5, 4601-17.

51. Evenchik, A. L.; Kane, A. Q.; Oh, E.; Truby, R. L. Electrically controllable materials for soft, bioinspired machines. Annu. Rev. Mater. Res. 2023, 53, 225-51.

52. Tang, C.; Du, B.; Jiang, S.; et al. A pipeline inspection robot for navigating tubular environments in the sub-centimeter scale. Sci. Robot. 2022, 7, eabm8597.

53. Gravert, S. D.; Varini, E.; Kazemipour, A.; et al. Low-voltage electrohydraulic actuators for untethered robotics. Sci. Adv. 2024, 10, eadi9319.

54. Yu, H.; Xiao, C.; Duan, T.; et al. An ant-inspired dielectric elastomer soft robot with unequal biaxial pre-stretching for fast locomotion and versatile applications. Adv. Funct. Mater. 2026, 36, e74880.

55. Wu, S.; Hong, Y.; Zhao, Y.; Yin, J.; Zhu, Y. Caterpillar-inspired soft crawling robot with distributed programmable thermal actuation. Sci. Adv. 2023, 9, eadf8014.

56. Feng, W.; He, Q.; Zhang, L. Embedded physical intelligence in liquid crystalline polymer actuators and robots. Adv. Mater. 2025, 37, e2312313.

57. Liu, H.; Tian, H.; Li, X.; et al. Shape-programmable, deformation-locking, and self-sensing artificial muscle based on liquid crystal elastomer and low-melting point alloy. Sci. Adv. 2022, 8, eabn5722.

58. Yang, H.; Yin, X.; Zhang, C.; Chen, B.; Sun, P.; Xu, Y. Weaving liquid crystal elastomer fiber actuators for multifunctional soft robotics. Sci. Adv. 2025, 11, eads3058.

59. Che, J.; Yang, X.; Peng, J.; Li, J.; Liu, Z.; Qi, M. Arc-heating actuated active-morphing insect robots. Nat. Commun. 2025, 16, 3014.

60. Cheng, J.; Zhang, R.; Li, H.; et al. Soft crawling microrobot based on flexible optoelectronics enabling autonomous phototaxis in terrestrial and aquatic environments. Soft. Robot. 2025, 12, 45-55.

61. Qin, K.; Tang, W.; Zong, H.; et al. Parthenocissus-inspired soft climbing robots. Sci. Adv. 2025, 11, eadt9284.

62. Kim, J.; Yoo, J.; Seo, H.; et al. Magnetically driven triboelectric nanogenerator for a wireless, versatile energy transfer system. Sci. Adv. 2025, 11, eadu5919.

63. Min, H.; Bae, D.; Jang, S.; et al. Stiffness-tunable velvet worm-inspired soft adhesive robot. Sci. Adv. 2024, 10, eadp8260.

64. Zhang, M.; Yang, L.; Yang, H.; et al. A magnetically actuated microcatheter with soft rotatable tip for enhanced endovascular access and treatment efficiency. Sci. Adv. 2025, 11, eadv1682.

65. Huang, Y.; Yin, S.; Li, H.; Liu, S.; Wong, T. N. One-step fabrication of moon-shaped microrobots through in situ solidification of magnetic Janus droplets in microchannels. Droplet 2023, 2, e56.

66. Sui, F.; Yue, W.; Behrouzi, K.; Gao, Y.; Mueller, M.; Lin, L. Untethered subcentimeter flying robots. Sci. Adv. 2025, 11, eads6858.

67. Ze, Q.; Wu, S.; Nishikawa, J.; et al. Soft robotic origami crawler. Sci. Adv. 2022, 8, eabm7834.

68. Wu, Y.; Dong, X.; Kim, J. K.; Wang, C.; Sitti, M. Wireless soft millirobots for climbing three-dimensional surfaces in confined spaces. Sci. Adv. 2022, 8, eabn3431.

69. Xiong, J.; He, Z.; Zhu, G.; et al. Photonic nanojet-regulated soft microalga-robot with controllable deformation and navigation capability. PhotoniX 2024, 5, 158.

70. Han, D.; Wang, Q.; Chen, Z.; et al. Light-propelled photocatalytic evaporator for robotic solar-driven water purification. PhotoniX 2025, 6, 169.

71. Chen, H.; Chen, Z.; Liu, Z.; et al. From coils to crawls: a snake-inspired soft robot for multimodal locomotion and grasping. Nanomicro. Lett. 2025, 17, 243.

72. Li, S.; Lerch, M. M.; Waters, J. T.; et al. Self-regulated non-reciprocal motions in single-material microstructures. Nature 2022, 605, 76-83.

73. Zhang, M.; Pal, A.; Lyu, X.; Wu, Y.; Sitti, M. Artificial-goosebump-driven microactuation. Nat. Mater. 2024, 23, 560-9.

74. Guo, K.; Yang, X.; Zhou, C.; Li, C. Self-regulated reversal deformation and locomotion of structurally homogenous hydrogels subjected to constant light illumination. Nat. Commun. 2024, 15, 1694.

75. Villeda-Hernandez, M.; Baker, B. C.; Romero, C.; Rossiter, J. M.; Dicker, M. P. M.; Faul, C. F. J. Chemically driven oscillating soft pneumatic actuation. Soft. Robot. 2023, 10, 1159-70.

76. Wang, M.; Zhou, L.; Deng, W.; et al. Ultrafast response and programmable locomotion of liquid/vapor/light-driven soft multifunctional actuators. ACS. Nano. 2022, 16, 2672-81.

77. Li, P.; Su, N.; Wang, Z.; Qiu, J. A Ti3C2Tx MXene-based energy-harvesting soft actuator with self-powered humidity sensing and real-time motion tracking capability. ACS. Nano. 2021, 15, 16811-8.

78. Fusi, G.; Del Giudice, D.; Skarsetz, O.; Di Stefano, S.; Walther, A. Autonomous soft robots empowered by chemical reaction networks. Adv. Mater. 2023, 35, e2209870.

79. Kaynak, M.; Dirix, P.; Sakar, M. S. Addressable acoustic actuation of 3D printed soft robotic microsystems. Adv. Sci. 2020, 7, 2001120.

80. Shi, Z.; Zhang, Z.; Schnermann, J.; et al. Ultrasound-driven programmable artificial muscles. Nature 2025, 646, 1096-104.

81. Deng, Y.; Paskert, A.; Zhang, Z.; Wittkowski, R.; Ahmed, D. An acoustically controlled helical microrobot. Sci. Adv. 2023, 9, eadh5260.

82. Dillinger, C.; Nama, N.; Ahmed, D. Ultrasound-activated ciliary bands for microrobotic systems inspired by starfish. Nat. Commun. 2021, 12, 6455.

83. Ahmed, F.; Waqas, M.; Jawed, B.; et al. Decade of bio-inspired soft robots: a review. Smart. Mater. Struct. 2022, 31, 073002.

84. Ye, Z.; Zheng, L.; Chen, W.; Wang, B.; Zhang, L. Recent advances in bioinspired soft robots: fabrication, actuation, tracking, and applications. Adv. Mater. Technol. 2024, 9, 2301862.

85. Liu, T.; Liu, L.; Gou, G. Y.; et al. Recent advancements in physiological, biochemical, and multimodal sensors based on flexible substrates: strategies, technologies, and integrations. ACS. Appl. Mater. Interfaces. 2023, 15, 21721-45.

86. Xu, Y.; Sun, Z.; Bai, Z.; et al. Bionic e-skin with precise multi-directional droplet sliding sensing for enhanced robotic perception. Nat. Commun. 2024, 15, 6022.

87. Linghu, C.; Liu, Y.; Yang, X.; et al. Versatile adhesive skin enhances robotic interactions with the environment. Sci. Adv. 2025, 11, eadt4765.

88. Zhan, Z.; Yang, Y.; Zuo, W.; Xie, M.; Ning, M. Recent advances and challenges of tactile sensing for robotics: from fundamentals to applications. Mater. Today. Phys. 2025, 54, 101740.

89. Wang, X.; Wang, C.; Chen, S.; et al. Imitating human tactile: intelligent material perception technology empowered by flexible sensors. Mater. Today. 2026, 97, 103343.

90. Liu, W.; Wang, Y.; Duo, Y.; et al. Recent progress of soft robot interaction based on flexible sensing. Robot 2024, 46, 195-218.

91. Qu, J.; Cui, G.; Li, Z.; et al. Advanced flexible sensing technologies for soft robots. Adv. Funct. Mater. 2024, 34, 2401311.

92. Shang, J.; Ma, X.; Zou, P.; et al. A flexible catheter-based sensor array for upper airway soft tissues pressure monitoring. Nat. Commun. 2025, 16, 287.

93. Zheng, X.; Zhang, S.; Zhou, M.; et al. MXene functionalized, highly breathable and sensitive pressure sensors with multi-layered porous structure. Adv. Funct. Mater. 2023, 33, 2214880.

94. Li, Y.; Yang, Y.; Wang, C.; et al. Massively parallel in-sensor skinomorphic computing. Nat. Commun. 2026, 17, 4971.

95. Xing, D.; Wang, Z.; Zhang, M.; et al. Machine learning-enhanced smart interactive glove utilizing flexible gradient ridge architecture iontronic capacitive sensor. Adv. Funct. Mater. 2026, 36, e29907.

96. Xu, G.; Wang, H.; Zhao, G.; et al. Self-powered electrotactile textile haptic glove for enhanced human-machine interface. Sci. Adv. 2025, 11, eadt0318.

97. An, S.; Liu, S.; Zhou, X.; et al. Self-powered triboelectric wireless sensor for robotic arm control via enhanced electromagnetic induction. Nat. Sens. 2026, 1, 341-9.

98. Hong, L.; Zhang, H.; Kraus, T.; Jiao, P. Ultra-stretchable kirigami piezo-metamaterials for sensing coupled large deformations. Adv. Sci. 2024, 11, e2303674.

99. Cao, Z.; Wu, D.; Yuan, Y.; et al. A corrugated PVDF-based flexible piezoelectric sensor for physiological signal detection. ACS. Sens. 2026, 11, 2731-40.

100. Luo, Y.; Wang, S.; Chang, J.; et al. A self-powered optical fiber tactile sensor with mechanoluminescent transduction for robotic grasping and hardness detection. Laser. Photonics. Rev. 2026, 20, e01845.

101. Zhong, L.; Tian, X.; Wang, J.; et al. Calibration-free optical waveguide bending sensor for soft robots. Soft. Sci. 2025, 5, 3.

102. Yang, Y.; Gu, M.; Xie, J. S.; et al. Precise perception of surface tackiness enabled by a soft single-sensing-element tactile sensor. Sci. Bull. 2026, 71, 2767-79.

103. Xu, J.; Duan, C.; Wan, X.; et al. A soft magnetoelastic sensor to decode levels of fatigue. Nat. Electron. 2025, 8, 709-20.

104. Pierre Claver, U.; Zhao, G. Recent progress in flexible pressure sensors based electronic skin. Adv. Eng. Mater. 2021, 23, 2001187.

105. Chen, W.; Yan, X. Progress in achieving high-performance piezoresistive and capacitive flexible pressure sensors: a review. J. Mater. Sci. Technol. 2020, 43, 175-88.

106. Jin, Y.; Xue, S.; He, Y. Flexible pressure sensors enhanced by 3D-printed microstructures. Adv. Mater. 2025, 37, e2500076.

107. Lee, S.; Lee, Y.; Park, C.; et al. Shape-reconfigurable crack-based strain sensor with ultrahigh and tunable sensitivity. Adv. Funct. Mater. 2025, 35, 2421812.

108. Fan, X.; Hu, H.; Liao, B.; Zhang, Y.; Zhang, F. Optimization of microstructure design for enhanced sensing performance in flexible piezoresistive sensors. J. Adv. Ceram. 2024, 13, 711-28.

109. Zhu, Y.; Liu, Y.; Sun, Y.; Zhang, Y.; Ding, G. Recent advances in resistive sensor technology for tactile perception: a review. IEEE. Sensors. J. 2022, 22, 15635-49.

110. Sengupta, D.; Romano, J.; Kottapalli, A. G. P. Electrospun bundled carbon nanofibers for skin-inspired tactile sensing, proprioception and gesture tracking applications. npj. Flex. Electron. 2021, 5, 126.

111. Liu, Y.; Tao, J.; Mo, Y.; Bao, R.; Pan, C. Ultrasensitive touch sensor for simultaneous tactile and slip sensing. Adv. Mater. 2024, 36, e2313857.

112. Li, J.; Chen, S.; Ding, Z.; Wang, X.; Moita, A. S. O. H.; Liu, Y. Bioinspired flexible piezoresistive sensor with cross-gradient architecture for high-performance tactile sensing. Biosens. Bioelectron. 2025, 291, 118023.

113. Jiang, M.; Jin, C.; Bai, Z. Omnidirectional bending sensor with bianisotropic structure for wearable electronics. ACS. Sens. 2025, 10, 448-59.

114. Gao, M.; Liu, W.; Chen, K.; et al. Piezoresistive effect: a new concept for hearing aids. Adv. Sci. 2025, 12, e2501227.

115. Li, S.; Tian, J.; Li, K.; et al. Intelligent song recognition via a hollow-microstructure-based, ultrasensitive artificial eardrum. Adv. Sci. 2024, 11, e2405501.

116. Xiao, Y.; Li, H.; Gu, T.; et al. Ti3C2Tx composite aerogels enable pressure sensors for dialect speech recognition assisted by deep learning. Nanomicro. Lett. 2024, 17, 101.

117. Wu, X.; Luo, X.; Song, Z.; Bai, Y.; Zhang, B.; Zhang, G. Ultra-robust and sensitive flexible strain sensor for real-time and wearable sign language translation. Adv. Funct. Mater. 2023, 33, 2303504.

118. Duan, L.; D’Hooge, D. R.; Cardon, L. Recent progress on flexible and stretchable piezoresistive strain sensors: from design to application. Prog. Mater. Sci. 2020, 114, 100617.

119. Wang, H.; Li, Z.; Liu, Z.; et al. Flexible capacitive pressure sensors for wearable electronics. J. Mater. Chem. C. 2022, 10, 1594-605.

120. Chen, W.; Chen, S.; Zhao, X.; et al. Kirigami design smart contact lens for highly sensitive eyelid pressure measurement. ACS. Sens. 2025, 10, 814-24.

121. Yang, G.; Lin, R.; Li, H.; et al. Implantable wireless suture sensor for in situ tendon and ligament strain monitoring. Sci. Adv. 2025, 11, eadt3811.

122. Cheng, A.; Li, X.; Li, D.; et al. An intelligent hybrid-fabric wristband system enabled by thermal encapsulation for ergonomic human-machine interaction. Nat. Commun. 2025, 16, 591.

123. Qin, J.; Yin, L. J.; Hao, Y. N.; et al. Flexible and stretchable capacitive sensors with different microstructures. Adv. Mater. 2021, 33, e2008267.

124. Li, W.; Zou, K.; Guo, J.; et al. Integrated fibrous iontronic pressure sensors with high sensitivity and reliability for human plantar pressure and gait analysis. ACS. Nano. 2024, 18, 14672-84.

125. Yang, J. S.; Chung, M. K.; Yoo, J. Y.; et al. Interference-free nanogap pressure sensor array with high spatial resolution for wireless human-machine interfaces applications. Nat. Commun. 2025, 16, 2024.

126. Song, M.; Liu, Q.; Xu, X.; et al. A fabric-based multimodal flexible tactile sensor with precise sensing and discrimination capabilities for pressure-proximity-magnetic field signals. Adv. Funct. Mater. 2025, 35, 2420445.

127. Ju, M.; Dou, Z.; Li, J. W.; et al. Piezoelectric materials and sensors for structural health monitoring: fundamental aspects, current status, and future perspectives. Sensors 2023, 23, 543.

128. Wang, X.; Song, W. Z.; You, M. H.; et al. Bionic single-electrode electronic skin unit based on piezoelectric nanogenerator. ACS. Nano. 2018, 12, 8588-96.

129. Park, H.; Gbadam, G. S.; Niu, S.; Ryu, H.; Lee, J. Manufacturing strategies for highly sensitive and self-powered piezoelectric and triboelectric tactile sensors. Int. J. Extrem. Manuf. 2025, 7, 012006.

130. Yan, C.; Wang, L.; Li, X.; et al. Spider web-inspired flexible pressure sensors with high sensitivity and adjustable sensing range. Adv. Funct. Mater. 2026, 36, e05555.

131. Yu, X.; Zhang, X.; Lu, C. Skin-inspired and self-powered piezoionic sensors for smart wearable applications. Small 2025, 21, e2410594.

132. Lv, Q.; Chen, S.; Luo, D.; et al. An implantable and degradable silk sericin protein film energy harvester for next-generation cardiovascular electronic devices. Adv. Mater. 2025, 37, e2413610.

133. Chang, J.; Maltby, T.; Moineddini, A.; et al. Piezoelectric nanofiber-based intelligent hearing system. Sci. Adv. 2025, 11, eadl2741.

134. Chen, L.; Liu, H.; Qi, H.; Chen, J. High-electromechanical performance for high-power piezoelectric applications: fundamental, progress, and perspective. Prog. Mater. Sci. 2022, 127, 100944.

135. Tang, T.; Shen, Z.; Wang, J.; et al. Stretchable polymer composites with ultrahigh piezoelectric performance. Natl. Sci. Rev. 2023, 10, nwad177.

136. Li, Y.; Zhang, S.; Gu, H.; et al. Ultrasensitive piezoelectric-like film with designed cross-scale pores. Sci. Adv. 2025, 11, eadt4003.

137. Zhang, W.; Yang, J.; Sun, Q.; et al. Microspheres trigged-stress concentration regulating piezoelectric properties of PVDF/elastomer composites. Sci. China. Chem. 2025, 68, 2605-14.

138. Duan, S.; Zhang, H.; Liu, L.; et al. A comprehensive review on triboelectric sensors and AI-integrated systems. Mater. Today. 2024, 80, 450-80.

139. Fan, F.; Tian, Z.; Lin, Wang. Z. Flexible triboelectric generator. Nano. Energy. 2012, 1, 328-34.

140. Zhong, S.; Zhang, Z.; Zhao, Q.; et al. Lattice expansion in ruthenium nanozymes improves catalytic activity and electro-responsiveness for boosting cancer therapy. Nat. Commun. 2024, 15, 8097.

141. Qiu, R.; Zhang, X.; Song, C.; et al. E-cardiac patch to sense and repair infarcted myocardium. Nat. Commun. 2024, 15, 4133.

142. Zhang, W.; Qin, X.; Li, G.; et al. Self-powered triboelectric-responsive microneedles with controllable release of optogenetically engineered extracellular vesicles for intervertebral disc degeneration repair. Nat. Commun. 2024, 15, 5736.

143. Zhou, Q.; Xu, W.; Wang, L.; et al. Triboelectric nanogenerator-based self-powered urinary protein detection utilizing triboelectric material with colorimetric function. ACS. Nano. 2025, 19, 1566-76.

144. Zahed, M. A.; Rana, S. M. S.; Faruk, O.; et al. Self-powered wireless system for monitoring sweat electrolytes in personalized healthcare wearables. Adv. Funct. Mater. 2025, 35, 2421021.

145. Liu, Z.; Hu, Y.; Qu, X.; et al. A self-powered intracardiac pacemaker in swine model. Nat. Commun. 2024, 15, 507.

146. Hui, X.; Tang, L.; Zhang, D.; et al. Acoustically enhanced triboelectric stethoscope for ultrasensitive cardiac sounds sensing and disease diagnosis. Adv. Mater. 2024, 36, e2401508.

147. Li, J.; Yousry, Y. M.; Lim, P. C.; Ramakrishna, S.; Yao, K. Mechanism of airborne sound absorption through triboelectric effect for noise mitigation. Nat. Commun. 2024, 15, 9408.

148. Haji Bagheri, M.; Rajabi-Abhari, A.; Gibbs, O.; et al. Sustainable live sound monitoring and classification system enabled by a triboelectric nanogenerator and machine learning techniques. Energy. Environ. Mater. 2026, 9, e70044.

149. Wu, H.; Shan, C.; Fu, S.; et al. Efficient energy conversion mechanism and energy storage strategy for triboelectric nanogenerators. Nat. Commun. 2024, 15, 6558.

150. Lee, G.; Kang, H.; Yun, J.; et al. Integrated triboelectric nanogenerator and radiative cooler for all-weather transparent glass surfaces. Nat. Commun. 2024, 15, 6537.

151. Wang, Y.; Du, H.; Yang, H.; et al. A rolling-mode triboelectric nanogenerator with multi-tunnel grating electrodes and opposite-charge-enhancement for wave energy harvesting. Nat. Commun. 2024, 15, 6834.

152. Gao, Y.; He, L.; Liu, D.; et al. Spontaneously established reverse electric field to enhance the performance of triboelectric nanogenerators via improving Coulombic efficiency. Nat. Commun. 2024, 15, 4167.

153. He, J.; Wang, X.; Nan, Y.; Zhou, H. Research progress of triboelectric nanogenerators for ocean wave energy harvesting. Small 2025, 21, e2411074.

154. Zheng, T.; Gao, M.; Wang, Y.; et al. Ultra-wide frequency response and high-resolution triboelectric acoustic sensors for constructing multifunctional speech aided system. Nano. Energy. 2025, 135, 110640.

155. Zhao, Y.; Li, L.; Zhang, J.; et al. A high-accuracy facial expression recognition system combining triboelectric hydrogel sensors with deep learning. Adv. Funct. Mater. 2025, 35, 2418265.

156. Lee, J. P.; Jang, H.; Jang, Y.; et al. Encoding of multi-modal emotional information via personalized skin-integrated wireless facial interface. Nat. Commun. 2024, 15, 530.

157. Peng, W.; Zhu, R.; Ni, Q.; et al. Functional tactile sensor based on arrayed triboelectric nanogenerators. Adv. Energy. Mater. 2024, 14, 2403289.

158. Yang, S.; Goncharenko, D. V.; Ji, P.; et al. A carbon nanotube-doped polyurethane nanocomposite-based triboelectric nanogenerator: a platform for efficient mechanical energy harvesting and self-powered motion sensing. ACS. Appl. Mater. Interfaces. 2025, 17, 38469-80.

159. Wang, Y.; Gao, Z.; Wu, W.; et al. TENG-boosted smart sports with energy autonomy and digital intelligence. Nanomicro. Lett. 2025, 17, 265.

160. Guo, M.; Xia, Y.; Liu, J.; Zhang, Y.; Li, M.; Wang, X. Wearable pressure sensor based on triboelectric nanogenerator for information encoding, gesture recognition, and wireless real-time robot control. Adv. Funct. Mater. 2025, 35, 2419209.

161. Liu, S.; Qing, W.; Zhang, J.; et al. Hierarchical rGO-based triboelectric sensors enable motion monitoring and trajectory tracking. Adv. Funct. Mater. 2025, 35, 2419459.

162. Chen, X.; Peng, X.; Wei, C.; et al. A moisture-proof, anti-fouling, and low signal attenuation all-nanofiber triboelectric sensor for self-powered respiratory health monitoring. Adv. Funct. Mater. 2025, 35, 2415421.

163. Yang, B.; Yang, L.; Zhao, H.; et al. A visual-tactile synchronized stimulation ring system for sensory rehabilitation integrating triboelectric sensing and pneumatic feedback. Nano. Energy. 2025, 135, 110638.

164. Wang, P.; Wang, G.; Sun, G.; et al. A flexible-integrated multimodal hydrogel-based sensing patch. Nanomicro. Lett. 2025, 17, 156.

165. Qu, B.; Mou, Q.; Zhou, Z.; Xie, Y.; Li, Y.; Chen, B. Triboelectric sensors based on glycerol/PVA hydrogel and deep learning algorithms for neck movement monitoring. ACS. Appl. Mater. Interfaces. 2025, 17, 12862-74.

166. Yang, Y.; Jia, L.; Zhang, X.; et al. Stretchable and flexible triboelectric sensors with a wide measurement range for human pulse monitoring, motion recognition, and human–computer interaction. Chem. Eng. J. 2025, 513, 162861.

167. Anaya, D. V.; Zhan, K.; Tao, L.; Lee, C.; Yuce, M. R.; Alan, T. Contactless tracking of humans using non-contact triboelectric sensing technology: enabling new assistive applications for the elderly and the visually impaired. Nano. Energy. 2021, 90, 106486.

168. Ji, M.; Wang, Z.; Wu, J.; et al. Machine learning-assisted triboelectric nanogenerator technology for intelligent sports. Sci. Adv. 2025, 11, eadz3515.

169. Qu, X.; Liu, Z.; Tan, P.; et al. Artificial tactile perception smart finger for material identification based on triboelectric sensing. Sci. Adv. 2022, 8, eabq2521.

170. Han, C.; Cao, Z.; An, Z.; Zhang, Z.; Wang, Z. L.; Wu, Z. Multimodal finger-shaped tactile sensor for multi-directional force and material identification. Adv. Mater. 2025, 37, e2414096.

171. Guo, J.; Du, Y.; Wang, Z.; Wei, D. A paradigm shift from traditional non-contact sensors to tele-perception. J. Mater. Chem. A. 2025, 13, 8939-67.

172. Du, Y.; Shen, P.; Liu, H.; et al. Multi-receptor skin with highly sensitive tele-perception somatosensory. Sci. Adv. 2024, 10, eadp8681.

173. Wen, F.; Sun, Z.; He, T.; et al. Machine learning glove using self-powered conductive superhydrophobic triboelectric textile for gesture recognition in VR/AR applications. Adv. Sci. 2020, 7, 2000261.

174. Wang, M.; Yan, Z.; Wang, T.; et al. Gesture recognition using a bioinspired learning architecture that integrates visual data with somatosensory data from stretchable sensors. Nat. Electron. 2020, 3, 563-70.

175. Tang, Y.; Zhou, H.; Sun, X.; et al. Triboelectric touch-free screen sensor for noncontact gesture recognizing. Adv. Funct. Mater. 2020, 30, 1907893.

176. Du, Y.; Shen, P.; Liu, H.; et al. Conformal self-powered inertial displacement sensor with geometric optimization for in situ noninvasive data acquisition. Adv. Funct. Mater. 2024, 34, 2409602.

177. Jiang, Y.; Dong, K.; An, J.; et al. UV-protective, self-cleaning, and antibacterial nanofiber-based triboelectric nanogenerators for self-powered human motion monitoring. ACS. Appl. Mater. Interfaces. 2021, 13, 11205-14.

178. Zheng, Q.; Xin, L.; Zhang, Q.; et al. Leech-inspired amphibious soft robot driven by high-voltage triboelectricity. Adv. Mater. 2025, 37, e2417380.

179. Li, F.; Sun, S.; Wan, X.; Sun, M.; Zhang, S. L.; Xu, M. A self-powered soft triboelectric-electrohydrodynamic pump. Nat. Commun. 2025, 16, 1315.

180. Cheng, H.; Fang, S.; Li, Y.; et al. Mechano-electro-optical conversion dynamics in mechanoluminescence and its application in remote human–robot interaction. PhotoniX 2025, 6, 210.

181. Ward-Cherrier, B.; Pestell, N.; Cramphorn, L.; et al. The tactip family: soft optical tactile sensors with 3D-printed biomimetic morphologies. Soft. Robot. 2018, 5, 216-27.

182. Abad, A. C.; Ranasinghe, A. Visuotactile sensors with emphasis on GelSight sensor: a review. IEEE. Sensors. J. 2020, 20, 7628-38.

183. Qu, J.; Mao, B.; Li, Z.; et al. Recent progress in advanced tactile sensing technologies for soft grippers. Adv. Funct. Mater. 2023, 33, 2306249.

184. Zhou, H.; Wang, X.; He, Y.; et al. Distributed strain sensor based on self-powered, stretchable mechanoluminescent optical fiber. Adv. Intell. Syst. 2023, 5, 2300113.

185. Mak, C.; Li, Y.; Wang, K.; et al. Intelligent shape decoding of a soft optical waveguide sensor. Adv. Intell. Syst. 2024, 6, 2470007.

186. Wang, Z.; Chen, Z.; Ma, L.; et al. Optical microfiber intelligent sensor: wearable cardiorespiratory and behavior monitoring with a flexible wave-shaped polymer optical microfiber. ACS. Appl. Mater. Interfaces. 2024, 16, 8333-45.

187. Wang, K.; Mizuno, Y.; Dong, X.; et al. Multimode optical fiber sensors: from conventional to machine learning-assisted. Meas. Sci. Technol. 2024, 35, 022002.

188. Li, Z.; Cheng, L.; Liu, Z.; Wei, J.; Wang, Y. FOCERS: an ultrasensitive and robust soft optical 3D tactile sensor. Soft. Robot. 2025, 12, 445-54.

189. Mao, W.; Fu, Z.; Li, Y.; Li, F.; Yang, L. Exceptional-point-enhanced phase sensing. Sci. Adv. 2024, 10, eadl5037.

190. Yan, X.; Yan, X.; Zhang, T.; et al. Soft and stretchable optical fibers with gradient color coding for multipoint bending and tactile perception in dexterous hands. ACS. Sens. 2025, 10, 4832-40.

191. Jha, R.; Mishra, P.; Kumar, S. Advancements in optical fiber-based wearable sensors for smart health monitoring. Biosens. Bioelectron. 2024, 254, 116232.

192. Rasheed, S.; Kanwal, T.; Ahmad, N.; Fatima, B.; Najam-ul-Haq, M.; Hussain, D. Advances and challenges in portable optical biosensors for onsite detection and point-of-care diagnostics. TrAC. Trends. Anal. Chem. 2024, 173, 117640.

193. Wang, Y.; Zhou, Y.; Qi, L.; Zhang, Y. Soft optical fibers for biomedical and wearable technologies: current trends and future prospects. Adv. Funct. Mater. 2025, 35, 2507712.

194. Kwon, H.; Yang, Y.; Kim, G.; Gim, D.; Ha, M. Anisotropy in magnetic materials for sensors and actuators in soft robotic systems. Nanoscale 2024, 16, 6778-819.

195. Ma, Z.; Ai, J.; Zhang, X.; et al. Merkel’s disks bioinspired self-powered flexible magnetoelectric sensors toward the robotic arm’s tactile perceptual functioning and smart learning. Adv. Intell. Syst. 2020, 2, 1900140.

196. Man, J.; Jin, Z.; Chen, J. Magnetic tactile sensor with bionic hair array for sliding sensing and object recognition. Adv. Sci. 2024, 11, e2306832.

197. Li, S.; Wu, Y.; Asghar, W.; et al. Wearable magnetic field sensor with low detection limit and wide operation range for electronic skin applications. Adv. Sci. 2024, 11, e2304525.

198. Zhou, J.; Guo, Y.; Wang, Y.; et al. Flexible and wearable acoustic wave technologies. Appl. Phys. Rev. 2023, 10, 021311.

199. Joshi, S. V.; Sadeghpour, S.; Kuznetsova, N.; Wang, C.; Kraft, M. Flexible micromachined ultrasound transducers (MUTs) for biomedical applications. Microsyst. Nanoeng. 2025, 11, 9.

200. Ding, Q.; Wang, H.; Zhou, Y.; et al. Self-powered switchable gas-humidity difunctional flexible chemosensors based on smart adaptable hydrogel. Adv. Mater. 2025, 37, e2502369.

201. Wu, T.; Li, Y. T.; Zhao, L.; et al. Recent progress on flexible multimodal sensors: decoupling strategies, fabrication and applications. Adv. Mater. 2026, 38, e21375.

202. Wang, Z.; Tang, Y.; Yao, P.; et al. Bioinspired flexible tactile sensors for smart soft robotics. ACS. Appl. Mater. Interfaces. 2026, 18, 4568-89.

203. Zhang, C.; Liu, C.; Li, B.; et al. Flexible multimodal sensing system based on a vertical stacking strategy for efficiently decoupling multiple signals. Nano. Lett. 2024, 24, 3186-95.

204. Mao, Q.; Liao, Z.; Yuan, J.; Zhu, R. Multimodal tactile sensing fused with vision for dexterous robotic housekeeping. Nat. Commun. 2024, 15, 6871.

205. Yang, R.; Zhang, W.; Tiwari, N.; Yan, H.; Li, T.; Cheng, H. Multimodal sensors with decoupled sensing mechanisms. Adv. Sci. 2022, 9, e2202470.

206. Ilami, M.; Bagheri, H.; Ahmed, R.; Skowronek, E. O.; Marvi, H. Materials, actuators, and sensors for soft bioinspired robots. Adv. Mater. 2021, 33, e2003139.

207. Lin, Z.; Wang, Z.; Zhao, W.; et al. Recent advances in perceptive intelligence for soft robotics. Adv. Intell. Syst. 2023, 5, 2200329.

208. Cao, Y.; Xu, B.; Li, B.; Fu, H. Advanced design of soft robots with artificial intelligence. Nanomicro. Lett. 2024, 16, 214.

209. Jin, H.; Zhu, Z.; Li, H.; Kang, N.; Mansori, M. E.; Zhang, W. Exploiting mechanical sensing in deformed surface and interface towards soft robots. Adv. Colloid. Interface. Sci. 2025, 344, 103600.

210. Liang, T.; Liu, Z.; Zhang, H.; Zhou, X.; Liang, Y. The structure, material and performance of multi-functional tactile sensor and its application in robot field: a review. Mater. Today. 2025, 86, 452-81.

211. Ham, J.; Han, A. K.; Cutkosky, M. R.; Bao, Z. UV-laser-machined stretchable multi-modal sensor network for soft robot interaction. npj. Flex. Electron. 2022, 6, 225.

212. Zhu, Z.; Wang, D.; Zhang, M.; et al. Multimaterial 3D printed soft robots with embedded actuation and sensing. Sci. Adv. 2025, 11, eadz2928.

213. Pan, X.; Pu, W.; Liu, Y.; et al. Self-perceptional soft robotics by a dielectric elastomer. ACS. Appl. Mater. Interfaces. 2024, 16, 26797-807.

214. Tao, K.; Yu, J.; Zhang, J.; et al. Deep-learning enabled active biomimetic multifunctional hydrogel electronic skin. ACS. Nano. 2023, 17, 16160-73.

215. Li, S.; Wang, Y.; Qin, W.; et al. Spider-inspired helically engineered fiber-based artificial muscle with coupled actuation and self-sensing capabilities. Adv. Fiber. Mater. 2026, 8, 1653-65.

216. Mostaghniyazdi, D.; Nodehi, S. E. Resistive sensing in soft robotic grippers: a comprehensive review of strain, tactile, and ionic sensors. Electronics 2025, 14, 4290.

217. Banerjee, S. S.; Arief, I.; Berthold, R.; et al. Super-elastic ultrasoft natural rubber-based piezoresistive sensors for active sensing interface embedded on soft robotic actuator. Appl. Mater. Today. 2021, 25, 101219.

218. Kim, S. Y.; Choo, Y.; Bilodeau, R. A.; et al. Sustainable manufacturing of sensors onto soft systems using self-coagulating conductive Pickering emulsions. Sci. Robot. 2020, 5, eaay3604.

219. Wang, Y.; Qin, W.; Hu, X.; et al. Hierarchically buckled Ti3C2Tx MXene/carbon nanotubes strain sensor with improved linearity, sensitivity, and strain range for soft robotics and epidermal monitoring. Sens. Actuators. B. Chem. 2022, 368, 132228.

220. Wang, Y.; Qin, W.; Yang, M.; et al. High linearity, low hysteresis Ti3C2Tx MXene/AgNW/liquid metal self-healing strain sensor modulated by dynamic disulfide and hydrogen bonds. Adv. Funct. Mater. 2023, 33, 2301587.

221. Mousavi, S.; Howard, D.; Zhang, F.; Leng, J.; Wang, C. H. Direct 3D printing of highly anisotropic, flexible, constriction-resistive sensors for multidirectional proprioception in soft robots. ACS. Appl. Mater. Interfaces. 2020, 12, 15631-43.

222. Liu, R.; Wang, S.; Yang, H.; Shi, C. Highly stretchable strain sensor with spiral fiber for curvature sensing of a soft pneumatic gripper. IEEE. Sensors. J. 2021, 21, 23880-8.

223. Cao, Y.; Dong, J. Self-sensing and control of soft electrothermal actuator. IEEE/ASME. Trans. Mechatron. 2021, 26, 854-63.

224. Yang, Y.; Zhu, H.; Liu, J.; Lu, H.; Ren, Y.; Wang, M. Y. A proprioceptive soft robot module based on supercoiled polymer artificial muscle strings. Polymers 2022, 14, 2265.

225. Goldoni, R.; Ozkan-Aydin, Y.; Kim, Y. S.; et al. Stretchable nanocomposite sensors, nanomembrane interconnectors, and wireless electronics toward feedback-loop control of a soft earthworm robot. ACS. Appl. Mater. Interfaces. 2020, 12, 43388-97.

226. Alatorre, D.; Axinte, D.; Rabani, A. Continuum robot proprioception: the ionic liquid approach. IEEE. Trans. Robot. 2022, 38, 526-35.

227. Truby, R. L.; Santina, C. D.; Rus, D. Distributed proprioception of 3D configuration in soft, sensorized robots via deep learning. IEEE. Robot. Autom. Lett. 2020, 5, 3299-306.

228. Galloway, K. C.; Chen, Y.; Templeton, E.; Rife, B.; Godage, I. S.; Barth, E. J. Fiber optic shape sensing for soft robotics. Soft. Robot. 2019, 6, 671-84.

229. Zhao, H.; O’Brien, K.; Li, S.; Shepherd, R. F. Optoelectronically innervated soft prosthetic hand via stretchable optical waveguides. Sci. Robot. 2016, 1, eaai7529.

230. Bai, H.; Li, S.; Barreiros, J.; Tu, Y.; Pollock, C. R.; Shepherd, R. F. Stretchable distributed fiber-optic sensors. Science 2020, 370, 848-52.

231. Yang, M.; Cooper, L. P.; Liu, N.; Wang, X.; Fok, M. P. Twining plant inspired pneumatic soft robotic spiral gripper with a fiber optic twisting sensor. Opt. Express. 2020, 28, 35158-67.

232. Wang, Z.; Lei, K.; Tang, H.; et al. Stretchable liquid metal E-skin for soft robot proprioceptive vibration sensing. IEEE. Sensors. J. 2024, 24, 18327-35.

233. Hu, D.; Giorgio-Serchi, F.; Zhang, S.; Yang, Y. Stretchable e-skin and transformer enable high-resolution morphological reconstruction for soft robots. Nat. Mach. Intell. 2023, 5, 261-72.

234. Booth, J. W.; Shah, D.; Case, J. C.; et al. OmniSkins: robotic skins that turn inanimate objects into multifunctional robots. Sci. Robot. 2018, 3, eaat1853.

235. Kim, T.; Lee, S.; Hong, T.; Shin, G.; Kim, T.; Park, Y. L. Heterogeneous sensing in a multifunctional soft sensor for human-robot interfaces. Sci. Robot. 2020, 5, eabc6878.

236. Lin, K.; Gamboa-Gonzalez, A.; Wehner, M. Soft robotic sensing, proprioception via cable and microfluidic transmission. Electronics 2021, 10, 3166.

237. Cao, Y.; Peng, Y.; Ren, W.; et al. Intrinsically soft and fully recyclable robotic sensors with quadruple sensing functions for reliable human-robot interactions. Sci. Bull. 2025, 70, 2784-96.

238. Gao, L.; Liu, K.; Wang, W.; et al. Intelligent soft robotic system for sensing and recognition via triboelectric-based multi-sensor fusion. Adv. Funct. Mater. 2026, 36, e17158.

239. Del Dottore, E.; Adhami, R.; Shahabi, E.; et al. Peripheral control enabled by distributed sensing in an octopus-inspired soft robotic arm for autonomous underwater grasping. Nat. Mach. Intell. 2026, 8, 708-21.

240. Zhou, J.; Zhou, W.; Lee, S. J.; Wu, S.; Akbari, A.; Zhu, Y. Armadillo-inspired active morphing skeletons for soft machines. Sci. Adv. 2026, 12, eaed2516.

241. Gu, G.; Zhang, N.; Xu, H.; et al. A soft neuroprosthetic hand providing simultaneous myoelectric control and tactile feedback. Nat. Biomed. Eng. 2023, 7, 589-98.

242. Li, W.; Luo, F.; Liu, Y.; et al. Bioinspired smart triboelectric soft pneumatic actuator-enabled hand rehabilitation robot. Adv. Mater. 2025, 37, e2419059.

243. Alshawabkeh, M.; Alagi, H.; Navarro, S. E.; et al. Highly stretchable additively manufactured capacitive proximity and tactile sensors for soft robotic systems. IEEE. Trans. Instrum. Meas. 2023, 72, 1-10.

244. Li, X.; Zhang, J. M.; Duan, H. Enhanced sensitivity and versatile detection: dual-sized microsphere-type pressure sensors for soft robotics and wearable electronics. ACS. Appl. Mater. Interfaces. 2025, 17, 11268-77.

245. Lu, M.; Sun, L.; Wang, J.; et al. Self-powered flexible force-sensing sensor based on triboelectric nanogenerator: practical applications in non-destructive harvesting of fresh fruits and vegetables. Nano. Energy. 2025, 138, 110860.

246. Chen, H.; Li, Y.; Xu, P.; et al. Octopus-inspired soft gripper with embedded triboelectric tactile sensor for underwater target recognition and grasp. Nano. Energy. 2025, 140, 111007.

247. Zhou, J.; Chen, H.; Wu, Z.; et al. 2D Ti3C2Tx MXene-based light-driven actuator with integrated structure for self-powered multi-modal intelligent perception assisted by neural network. Nano. Energy. 2025, 134, 110552.

248. Liu, W.; Duo, Y.; Chen, X.; et al. An intelligent robotic system capable of sensing and describing objects based on bimodal, self-powered flexible sensors. Adv. Funct. Mater. 2023, 33, 2306368.

249. Zhou, Y.; Dai, X.; Shi, X.; et al. Artificial tactile perception for object recognition and grab via multifunctional ionic fiber-based sensor system. Adv. Funct. Mater. 2025, 35, 2504314.

250. Sankar, S.; Cheng, W. Y.; Zhang, J.; et al. A natural biomimetic prosthetic hand with neuromorphic tactile sensing for precise and compliant grasping. Sci. Adv. 2025, 11, eadr9300.

251. Liu, W.; Duo, Y.; Liu, J.; et al. Touchless interactive teaching of soft robots through flexible bimodal sensory interfaces. Nat. Commun. 2022, 13, 5030.

252. Gao, Z.; Liao, Z.; Li, C. Better interaction experience: human-machine interface for soft robotic systems. Intell. Robot. 2025, 5, 520-40.

253. Yang, L.; Dong, Y.; Li, K.; Jing, C.; Wang, B.; Xu, L. A multimodal magnetically driven soft robot with integrated actuation-sensing based on photothermal reprogramming technology. Adv. Sci. 2026, 13, e75817.

254. Goh, G. L.; Yu, C.; Watanabe, K.; et al. A 3D printing-enabled soft continuum robot with integrated sensing for multi-purpose predictions with machine learning. npj. Flex. Electron. 2026, 10, 589.

255. Wang, D.; Hu, H.; Li, S.; et al. Sensing-triggered stiffness-tunable smart adhesives. Sci. Adv. 2023, 9, eadf4051.

256. Shen, Z.; Zhang, Z.; Zhang, N.; et al. High-stretchability, ultralow-hysteresis conductingpolymer hydrogel strain sensors for soft machines. Adv. Mater. 2022, 34, e2203650.

257. Wang, P.; Xie, Z.; Xin, W.; et al. Sensing expectation enables simultaneous proprioception and contact detection in an intelligent soft continuum robot. Nat. Commun. 2024, 15, 9978.

258. Homberg, B. S.; Katzschmann, R. K.; Dogar, M. R.; Rus, D. Robust proprioceptive grasping with a soft robot hand. Auton. Robot. 2019, 43, 681-96.

259. Lai, Y. C.; Deng, J.; Liu, R.; et al. Actively perceiving and responsive soft robots enabled by self-powered, highly extensible, and highly sensitive triboelectric proximity- and pressure-sensing skins. Adv. Mater. 2018, 30, e1801114.

260. Xu, J.; Pan, X.; Xu, B.; et al. Buckling-inspired triboelectric sensor for multifunctional sensing of soft robotics and wearable devices. Nano. Energy. 2024, 130, 110141.

261. Shu, S.; Wang, Z.; Chen, P.; Zhong, J.; Tang, W.; Wang, Z. L. Machine-learning assisted electronic skins capable of proprioception and exteroception in soft robotics. Adv. Mater. 2023, 35, e2211385.

262. Zhou, Z.; Zuo, R.; Ying, B.; et al. A sensory soft robotic gripper capable of learning-based object recognition and force-controlled grasping. IEEE. Trans. Automat. Sci. Eng. 2024, 21, 844-54.

263. Diao, W.; Wang, X.; Shi, W.; Cao, Y.; Liu, G. A tribo-piezoelectric coupled sensor for force and slip detection in soft grippers. Nano. Energy. 2025, 136, 110697.

264. Wang, T.; Jin, T.; Lin, W.; et al. Multimodal sensors enabled autonomous soft robotic system with self-adaptive manipulation. ACS. Nano. 2024, 18, 9980-96.

265. Jin, T.; Sun, Z.; Li, L.; et al. Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications. Nat. Commun. 2020, 11, 5381.

266. Zhang, L.; Xing, S.; Yin, H.; et al. Skin-inspired, sensory robots for electronic implants. Nat. Commun. 2024, 15, 4777.

267. Sun, Z.; Wang, S.; Zhao, Y.; Zhong, Z.; Zuo, L. Discriminating soft actuators’ thermal stimuli and mechanical deformation by hydrogel sensors and machine learning. Adv. Intell. Syst. 2022, 4, 2200089.

268. Dai, X.; Wu, Y.; Liang, Q.; et al. Soft robotic-adapted multimodal sensors derived from entirely intrinsic self-healing and stretchable cross-linked networks. Adv. Funct. Mater. 2023, 33, 2304415.

269. Shi, Q.; Sun, Z.; Le, X.; Xie, J.; Lee, C. Soft robotic perception system with ultrasonic auto-positioning and multimodal sensory intelligence. ACS. Nano. 2023, 17, 4985-98.

270. Zhang, Y.; Zhang, J.; Yi, S.; et al. Two-stage heterogeneous fusion network for 6D pose estimation in robotic docking. Measurement 2026, 267, 120568.

271. Li, L.; Zhang, W.; Ren, Z.; Chang, L.; Xu, X.; Hu, Y. Endowing actuators with sensing capability: recent progress on perceptive soft actuators. Chem. Eng. J. 2024, 479, 147550.

272. Yang, H.; Ding, S.; Wang, J.; et al. Computational design of ultra-robust strain sensors for soft robot perception and autonomy. Nat. Commun. 2024, 15, 1636.

273. Truby, R. L.; Chin, L.; Zhang, A.; Rus, D. Fluidic innervation sensorizes structures from a single build material. Sci. Adv. 2022, 8, eabq4385.

274. Zhou, Y.; Zhao, Y.; Zhao, D.; et al. Sensing-actuating integrated asymmetric multilayer hydrogel muscle for soft robotics. Microsyst. Nanoeng. 2025, 11, 40.

275. Laschi, C.; Wen, L.; Iida, F.; et al. Soft robotics: what’s next in bioinspired design and applications of soft robots? Bioinspir. Biomim. 2026, 21, 011501.

276. Della Santina, C.; Duriez, C.; Rus, D. Model-based control of soft robots: a survey of the state of the art and open challenges. IEEE. Control. Syst. 2023, 43, 30-65.

277. Carton, M.; Kowalewski, J. F.; Guo, J.; et al. Bridging hard and soft: mechanical metamaterials enable rigid torque transmission in soft robots. Sci. Robot. 2025, 10, eads0548.

278. Huang, H.; Wang, H.; Fang, C.; et al. Grasping by spiraling: reproducing elephant movements with rigid-soft robot synergy. npj. Robot. 2025, 3, 38.

279. He, Q.; Ferracin, S.; Raney, J. R. Programmable responsive metamaterials for mechanical computing and robotics. Nat. Comput. Sci. 2024, 4, 567-73.

280. Liu, J.; Borja, P.; Della Santina, C. Physics-informed neural networks to model and control robots: a theoretical and experimental investigation. Adv. Intell. Syst. 2024, 6, 2300385.

281. Wu, W. Anti-crosstalk materials and structural decoupling strategies for multimodal flexible sensors. Adv. Funct. Mater. 2026, 36, e24222.

282. Yang, Q.; Li, B.; Wang, M.; et al. Machine learning-enhanced modular ionic skin for broad-spectrum multimodal discriminability in bidirectional human-robot interaction. Adv. Mater. 2025, 37, e08795.

283. Fang, Z.; Tang, S.; Su, Y.; et al. 3D printed multi-cavity soft actuator with integrated motion and sensing functionalities via bio-inspired interweaving foldable endomysium. Adv. Sci. 2025, 12, e2409060.

284. Cho, J.; Lee, M.; Park, T.; et al. Bio-inspired artificial muscle-tendon complex of liquid crystal elastomer for bidirectional afferent-efferent signaling. Adv. Mater. 2026, 38, e03094.

285. Srujan Kumar, A.; Avinash, B.; Yugandhar Rao, M.; et al. Triboelectric self-powered soft robotics: paving the way towards a sustainable future. Mater. Horiz. 2025, 12, 9509-36.

286. Mariani, S.; Tu, R.; Cikalleshi, K.; et al. Soft robots powered by sustainable energy. Chem. Rev. 2026, 126, 4948-5027.

287. Aygül, C.; Güven, C.; Frunzi, S. A.; Katz, B. J.; Nemitz, M. P. A framework for soft mechanism driven robots. Nat. Commun. 2025, 16, 1426.

288. Lo Preti, M.; Nazeer, M. S.; Pinskier, J.; Howard, D.; Laschi, C. Design-for-benchmarking in soft robotics: navigating component-system dichotomy. Adv. Intell. Syst. 2026, 8, e202600002.

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