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Outline

An Atlas for the Inkjet Printing of Large-Area Tactile Sensors

2022, Sensors

https://doi.org/10.3390/S22062332Last updated

Abstract

This review aims to discuss the inkjet printing technique as a fabrication method for the development of large-area tactile sensors. The paper focuses on the manufacturing techniques and various system-level sensor design aspects related to the inkjet manufacturing processes. The goal is to assess how printed electronics simplify the fabrication process of tactile sensors with respect to conventional fabrication methods and how these contribute to overcoming the difficulties arising in the development of tactile sensors for real robot applications. To this aim, a comparative analysis among different inkjet printing technologies and processes is performed, including a quantitative analysis of the design parameters, such as the costs, processing times, sensor layout, and general system-level constraints. The goal of the survey is to provide a complete map of the state of the art of inkjet printing, focusing on the most effective topics for the implementation of large-area tactile sens...

References (206)

  1. Zou, L.; Ge, C.; Wang, Z.J.; Cretu, E.; Li, X. Novel tactile sensor technology and smart tactile-sensing systems: A review. Sensors 2017, 17, 2653. [CrossRef] [PubMed]
  2. Sun, X.; Liu, T.; Zhou, J.; Yao, L.; Liang, S.; Zhao, M.; Liu, C.; Xue, N. Recent applications of different microstructure designs in high performance tactile sensors: A Review. IEEE Sens. J. 2021, 21, 10291-10303. [CrossRef]
  3. Vu, C.C.; Kim, S.J.; Kim, J. Flexible wearable sensors-an update in view of touch-sensing. Sci. Technol. Adv. Mater. 2021, 22, 26-36.
  4. Tiwana, M.I.; Redmond, S.J.; Lovell, N.H. A review of tactile sensing technologies with applications in biomedical engineering. Sens. Actuators A Phys. 2012, 179, 17-31. [CrossRef]
  5. Cannata, G.; Maggiali, M.; Metta, G.; Sandini, G. An embedded artificial skin for humanoid robots. In Proceedings of the 2008 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, Seoul, Korea, 20-22 August 2008; pp. 434-438.
  6. Lee, M.H.; Nicholls, H.R. Review Article Tactile sensing for mechatronics-A state of the art survey. Mechatronics 1999, 9, 1-31.
  7. Liu, Y.; Cui, T.; Varahramyan, K. All-polymer capacitor fabricated with inkjet printing technique. Solid-State Electron. 2003, 47, 1543-1548. [CrossRef]
  8. Kawasaki, H.; Komatsu, T.; Uchiyama, K. Dexterous anthropomorphic robot hand with distributed tactile sensor: Gifu hand II. IEEE/ASME Trans. Mechatron. 2002, 7, 296-303. [CrossRef]
  9. Martin, T.B.; Ambrose, R.O.; Diftler, M.A.; Platt, R.; Butzer, M. Tactile gloves for autonomous grasping with the NASA/DARPA Robonaut. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA'04), New Orleans, LA, USA, 26 April-1 May 2004; Volume 2, pp. 1713-1718.
  10. Carrozza, M.C.; Dario, P.; Vecchi, F.; Roccella, S.; Zecca, M.; Sebastiani, F. The CyberHand: On the design of a cybernetic prosthetic hand intended to be interfaced to the peripheral nervous system. In Proceedings of the 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, NV, USA, 27-31 October 2003; Volume 3, pp. 2642-2647.
  11. Cannata, G.; Maggiali, M. An embedded tactile and force sensor for robotic manipulation and grasping. In Proceedings of the 5th IEEE-RAS International Conference on Humanoid Robots, Tsukuba, Japan, 5 December 2005; pp. 80-85.
  12. Ohmura, Y.; Kuniyoshi, Y. Humanoid robot which can lift a 30kg box by whole body contact and tactile feedback. In Proceedings of the 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems, San Diego, CA, USA, 29 October-2 November 2007; pp. 1136-1141.
  13. Haddadin, S.; Albu-Schaffer, A.; De Luca, A.; Hirzinger, G. Collision detection and reaction: A contribution to safe physical human-robot interaction. In Proceedings of the 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, Nice, France, 22-26 September 2008; pp. 3356-3363.
  14. De Luca, A.; Mattone, R. Sensorless robot collision detection and hybrid force/motion control. In Proceedings of the 2005 IEEE International Conference on Robotics and Automation, Barcelona, Spain, 18-22 April 2005; pp. 999-1004.
  15. De Luca, A.; Ferrajoli, L. Exploiting robot redundancy in collision detection and reaction. In Proceedings of the 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, Nice, France, 22-26 September 2008; pp. 3299-3305.
  16. Magrini, E.; De Luca, A. Human-robot coexistence and contact handling with redundant robots. In Proceedings of the 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, BC, Canada, 24-28 September 2017; pp. 4611-4617.
  17. Geravand, M.; Flacco, F.; De Luca, A. Human-robot physical interaction and collaboration using an industrial robot with a closed control architecture. In Proceedings of the 2013 IEEE International Conference on Robotics and Automation, Karlsruhe, Germany, 6-10 May 2013; pp. 4000-4007.
  18. Manuelli, L.; Tedrake, R. Localizing external contact using proprioceptive sensors: The contact particle filter. In Proceedings of the 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Korea, 9-14 October 2016; pp. 5062-5069.
  19. Sommer, N.; Billard, A. Multi-contact haptic exploration and grasping with tactile sensors. Robot. Auton. Syst. 2016, 85, 48-61.
  20. Kappassov, Z.; Corrales, J.A.; Perdereau, V. Touch driven controller and tactile features for physical interactions. Robot. Auton. Syst. 2020, 123, 103332. [CrossRef]
  21. Li, Q.; Schürmann, C.; Haschke, R.; Ritter, H.J. A Control Framework for Tactile Servoing. In Proceedings of the Robotics: Science and Systems, Berlin, Germany, 24-28 June 2013.
  22. Del Prete, A.; Nori, F.; Metta, G.; Natale, L. Control of contact forces: The role of tactile feedback for contact localization. In Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, Vilamoura-Algarve, Portugal, 7-12 October 2012; pp. 4048-4053.
  23. Calandra, R.; Ivaldi, S.; Deisenroth, M.P. Learning torque control in presence of contacts using tactile sensing from robot skin. In Proceedings of the 2015 IEEE-RAS 15th International Conference on Humanoid Robots (Humanoids), Seoul, Korea, 3-5 November 2015; pp. 690-695.
  24. Denei, S.; Mastrogiovanni, F.; Cannata, G. Towards the creation of tactile maps for robots and their use in robot contact motion control. Robot. Auton. Syst. 2015, 63, 293-308. [CrossRef]
  25. Jain, A.; Killpack, M.D.; Edsinger, A.; Kemp, C.C. Reaching in clutter with whole-arm tactile sensing. Int. J. Robot. Res. 2013, 32, 458-482. [CrossRef]
  26. Killpack, M.D.; Kapusta, A.; Kemp, C.C. Model predictive control for fast reaching in clutter. Auton. Robot. 2016, 40, 537-560.
  27. Leboutet, Q.; Dean-Leon, E.; Bergner, F.; Cheng, G. Tactile-based whole-body compliance with force propagation for mobile manipulators. IEEE Trans. Robot. 2019, 35, 330-342. [CrossRef]
  28. Al-Halhouli, A.; Qitouqa, H.; Alashqar, A.; Abu-Khalaf, J. Inkjet printing for the fabrication of flexible/stretchable wearable electronic devices and sensors. Sens. Rev. 2018, 38, 438-452. [CrossRef]
  29. Singh, M.; Haverinen, H.M.; Dhagat, P.; Jabbour, G.E. Inkjet printing-Process and its applications. Adv. Mater. 2010, 22, 673-685. [CrossRef] [PubMed]
  30. Ando, B.; Baglio, S. Inkjet-printed sensors: A useful approach for low cost, rapid prototyping [instrumentation notes]. IEEE Instrum. Meas. Mag. 2011, 14, 36-40. [CrossRef]
  31. Salim, A.; Lim, S. Review of recent inkjet-printed capacitive tactile sensors. Sensors 2017, 17, 2593. [CrossRef]
  32. Teichler, A.; Perelaer, J.; Schubert, U.S. Inkjet printing of organic electronics-comparison of deposition techniques and state-of- the-art developments. J. Mater. Chem. C 2013, 1, 1910-1925. [CrossRef]
  33. Bhushan, B.; Caspers, M. An overview of additive manufacturing (3D printing) for microfabrication. Microsyst. Technol. 2017, 23, 1117-1124. [CrossRef]
  34. Li, Y.; Torah, R.; Beeby, S.; Tudor, J. An all-inkjet printed flexible capacitor on a textile using a new poly (4-vinylphenol) dielectric ink for wearable applications. In Proceedings of the SENSORS, 2012 IEEE, Taipei, Taiwan, 28-31 October2012; pp. 1-4.
  35. Shen, W.; Zhang, X.; Huang, Q.; Xu, Q.; Song, W. Preparation of solid silver nanoparticles for inkjet printed flexible electronics with high conductivity. Nanoscale 2014, 6, 1622-1628. [CrossRef]
  36. Vatani, M.; Lu, Y.; Engeberg, E.D.; Choi, J.W. Combined 3D printing technologies and material for fabrication of tactile sensors. Int. J. Precis. Eng. Manuf. 2015, 16, 1375-1383. [CrossRef]
  37. Qin, D.; Xia, Y.; Whitesides, G.M. Soft lithography for micro-and nanoscale patterning. Nat. Protoc. 2010, 5, 491. [CrossRef]
  38. Jensen, G.C.; Krause, C.E.; Sotzing, G.A.; Rusling, J.F. Inkjet-printed gold nanoparticle electrochemical arrays on plastic. Application to immunodetection of a cancer biomarker protein. Phys. Chem. Chem. Phys. 2011, 13, 4888-4894. [CrossRef]
  39. Kawahara, Y.; Hodges, S.; Cook, B.S.; Zhang, C.; Abowd, G.D. Instant inkjet circuits: Lab-based inkjet Printing to support rapid prototyping of UbiComp devices. In Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, Zurich, Switzerland, 8 September 2013; pp. 363-372.
  40. Dearden, A.L.; Smith, P.J.; Shin, D.Y.; Reis, N.; Derby, B.; O'Brien, P. A low curing temperature silver ink for use in ink-jet printing and subsequent production of conductive tracks. Macromol. Rapid Commun. 2005, 26, 315-318. [CrossRef]
  41. Woo, K.; Kim, D.; Kim, J.S.; Lim, S.; Moon, J. Ink-Jet printing of Cu-Ag-based highly conductive tracks on a transparent substrate. Langmuir 2009, 25, 429-433. [CrossRef]
  42. Kim, D.; Moon, J. Highly conductive ink jet printed films of nanosilver particles for printable electronics. Electrochem. Solid State Lett. 2005, 8, J30. [CrossRef]
  43. Wu, J.T.; Hsu, S.L.C.; Tsai, M.H.; Hwang, W.S. Conductive silver patterns via ethylene glycol vapor reduction of ink-jet printed silver nitrate tracks on a polyimide substrate. Thin Solid Films 2009, 20, 5913-5917. [CrossRef]
  44. Yin, Z.; Huang, Y.; Bu, N.; Wang, X.; Xiong, Y. Inkjet printing for flexible electronics: Materials, processes and equipments. Chin. Sci. Bull. 2010, 55, 3383-3407. [CrossRef]
  45. Sirringhaus, H.; Kawase, T.; Friend, R.; Shimoda, T.; Inbasekaran, M.; Wu, W.; Woo, E. High-resolution inkjet printing of all-polymer transistor circuits. Science 2000, 290, 2123-2126. [CrossRef]
  46. Wang, Y.; Bokor, J.; Lee, A. Maskless lithography using drop-on-demand inkjet printing method. In Emerging Lithographic Technologies VIII; International Society for Optics and Photonics: Bellingham, WA, USA, 2004; Volume 5374, pp. 628-636.
  47. Magdassi, S.; Bassa, A.; Vinetsky, Y.; Kamyshny, A. Silver nanoparticles as pigments for water-based ink-jet inks. Chem. Mater. 2003, 15, 2208-2217. [CrossRef]
  48. Lee, H.H.; Chou, K.S.; Huang, K.C. Inkjet printing of nanosized silver colloids. Nanotechnology 2005, 16, 2436. [CrossRef] [PubMed]
  49. Perelaer, J.; De Gans, B.J.; Schubert, U.S. Ink-jet printing and microwave sintering of conductive silver tracks. Adv. Mater. 2006, 18, 2101-2104. [CrossRef]
  50. Rozenberg, G.G.; Bresler, E.; Speakman, S.P.; Jeynes, C.; Steinke, J.H. Patterned low temperature copper-rich deposits using inkjet printing. Appl. Phys. Lett. 2002, 81, 5249-5251. [CrossRef]
  51. Castrejon-Pita, J.R.; Baxter, W.; Morgan, J.; Temple, S.; Martin, G.; Hutchings, I.M. Future, opportunities and challenges of inkjet technologies. At. Sprays 2013, 23. [CrossRef]
  52. Kim, Y.; Oh, J.H. Recent Progress in Pressure Sensors for Wearable Electronics: From Design to Applications. Appl. Sci. 2020, 10, 6403. [CrossRef]
  53. Low, Z.W.K.; Li, Z.; Owh, C.; Chee, P.L.; Ye, E.; Dan, K.; Chan, S.Y.; Young, D.J.; Loh, X.J. Recent innovations in artificial skin. Biomater. Sci. 2020, 8, 776-797. [CrossRef]
  54. Nicholls, H.R.; Lee, M.H. A survey of robot tactile sensing technology. Int. J. Robot. Res. 1989, 8, 3-30. [CrossRef]
  55. Li, J.; Bao, R.; Tao, J.; Peng, Y.; Pan, C. Recent progress in flexible pressure sensor arrays: From design to applications. J. Mater. Chem. C 2018, 6, 11878-11892. [CrossRef]
  56. Dahiya, R.S.; Mittendorfer, P.; Valle, M.; Cheng, G.; Lumelsky, V.J. Directions toward effective utilization of tactile skin: A review. IEEE Sens. J. 2013, 13, 4121-4138. [CrossRef]
  57. Albini, A.; Grella, F.; Maiolino, P.; Cannata, G. Exploiting Distributed Tactile Sensors to Drive a Robot Arm Through Obstacles. IEEE Robot. Autom. Lett. 2021, 6, 4361-4368. [CrossRef]
  58. Albini, A.; Denei, S.; Cannata, G. Human hand recognition from robotic skin measurements in human-robot physical interactions. In Proceedings of the 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, BC, Canada, 24-28 September 2017; pp. 4348-4353. [CrossRef]
  59. Bhattacharjee, T.; Rehg, J.M.; Kemp, C.C. Haptic classification and recognition of objects using a tactile sensing forearm. In Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, Vilamoura-Algarve, Portugal, 7-12 October 2012; pp. 4090-4097.
  60. Dahiya, R.S.; Valle, M. Robotic Tactile Sensing: Technologies and System; Springer Science & Business Media: Berlin/Heidelberg, Germany, 2012.
  61. Ren, P.; Dong, J. Direct Fabrication of VIA Interconnects by Electrohydrodynamic Printing for Multi-Layer 3D Flexible and Stretchable Electronics. Adv. Mater. Technol. 2021, 6, 2100280. [CrossRef]
  62. Cao, Z.; Yuan, Y.; He, G.; Peterson, R.; Najafi, K. Fabrication of multi-layer vertically stacked fused silica microsystems. In Proceedings of the 2013 Transducers & Eurosensors XXVII: The 17th International Conference on Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS & EUROSENSORS XXVII), Barcelona, Spain, 16-20 June 2013; pp. 810-813.
  63. Gu, Q.; Yang, Y.E.; Tassoudji, M.A. Modeling and analysis of vias in multilayered integrated circuits. IEEE Trans. Microw. Theory Tech. 1993, 41, 206-214. [CrossRef]
  64. Schmitz, A.; Maiolino, P.; Maggiali, M.; Natale, L.; Cannata, G.; Metta, G. Methods and technologies for the implementation of large-scale robot tactile sensors. IEEE Trans. Robot. 2011, 27, 389-400. [CrossRef]
  65. Cannata, G.; Dahiya, R.S.; Maggiali, M.; Mastrogiovanni, F.; Metta, G.; Valle, M. Modular skin for humanoid robot systems. In Proceedings of the 4th International Conference on Cognitive Systems, Zurich, Switzerland, 27-28 January 2010.
  66. Mittendorfer, P.; Cheng, G. Humanoid multimodal tactile-sensing modules. IEEE Trans. Robot. 2011, 27, 401-410. [CrossRef]
  67. Mukai, T.; Onishi, M.; Odashima, T.; Hirano, S.; Luo, Z. Development of the tactile sensor system of a human-interactive robot "RI-MAN". IEEE Trans. Robot. 2008, 24, 505-512. [CrossRef]
  68. Dang, W.; Vinciguerra, V.; Lorenzelli, L.; Dahiya, R. Printable stretchable interconnects. Flex. Print. Electron. 2017, 2, 013003.
  69. Gupta, S.; Heidari, H.; Vilouras, A.; Lorenzelli, L.; Dahiya, R. Device modelling for bendable piezoelectric FET-based touch sensing system. IEEE Trans. Circuits Syst. I Regul. Pap. 2016, 63, 2200-2208. [CrossRef]
  70. Dahiya, R. E-skin: From humanoids to humans [point of view]. Proc. IEEE 2019, 107, 247-252. [CrossRef]
  71. Anghinolfi, D.; Cannata, G.; Mastrogiovanni, F.; Nattero, C.; Paolucci, M. On the problem of the automated design of large-scale robot skin. IEEE Trans. Autom. Sci. Eng. 2013, 10, 1087-1100. [CrossRef]
  72. Wei, X.; Joneja, A.; Tang, K. An improved algorithm for the automated design of large-scaled robot skin. IEEE Trans. Autom. Sci. Eng. 2014, 12, 372-377. [CrossRef]
  73. Mastrogiovanni, F.; Guo, X. The robot skin placement problem: A new technique to place triangular modules inside polygons. Intell. Serv. Robot. 2019, 12, 27-43. [CrossRef]
  74. Pierce, D.; Kuipers, B.J. Map learning with uninterpreted sensors and effectors. Artif. Intell. 1997, 92, 169-227. [CrossRef]
  75. Kuniyoshi, Y.; Yorozu, Y.; Ohmura, Y.; Terada, K.; Otani, T.; Nagakubo, A.; Yamamoto, T. From humanoid embodiment to theory of mind. In Embodied Artificial Intelligence; Springer: Berlin/Heidelberg, Germany, 2004; pp. 202-218.
  76. Noda, T.; Miyashita, T.; Ishiguro, H.; Hagita, N. Super-flexible skin sensors embedded on the whole body self-organizing based on haptic interactions. In Human-Robot Interaction in Social Robotics; CRC Press, Inc.: Boca Raton, FL, USA, 2012.
  77. Modayil, J. Discovering sensor space: Constructing spatial embeddings that explain sensor correlations. In Proceedings of the 2010 IEEE 9th International Conference on Development and Learning, Ann Arbor, MI, USA, 18-21 August 2010; pp. 120-125.
  78. Cannata, G.; Denei, S.; Mastrogiovanni, F. Towards automated self-calibration of robot skin. In Proceedings of the 2010 IEEE International Conference on Robotics and Automation, Anchorage, AK, USA, 3-7 May 2010; pp. 4849-4854.
  79. Del Prete, A.; Denei, S.; Natale, L.; Mastrogiovanni, F.; Nori, F.; Cannata, G.; Metta, G. Skin spatial calibration using force/torque measurements. In Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, San Francisco, CA, USA, 25-30 September 2011; pp. 3694-3700.
  80. Dahiya, R.S.; Metta, G.; Valle, M.; Sandini, G. Tactile sensing-From humans to humanoids. IEEE Trans. Robot. 2009, 26, 1-20.
  81. Dahiya, R.; Yogeswaran, N.; Liu, F.; Manjakkal, L.; Burdet, E.; Hayward, V.; Jörntell, H. Large-area soft e-skin: The challenges beyond sensor designs. Proc. IEEE 2019, 107, 2016-2033. [CrossRef]
  82. Deng, Z.; Rosales, B.; Choi, L.; Mooers, S.; Johnson, B.C. 3D-printed and wireless piezoelectric tactile sensors. In Electroactive Polymer Actuators and Devices (EAPAD) XXII; International Society for Optics and Photonics: Bellingham, WA, USA, 2020; Volume 11375, p. 113752A.
  83. Jeong, H.; Cui, Y.; Tentzeris, M.M.; Lim, S. Hybrid (3D and inkjet) printed electromagnetic pressure sensor using metamaterial absorber. Addit. Manuf. 2020, 35, 101405. [CrossRef]
  84. Wasserfall, F. Topology-Aware Routing of Electric Wires in FDM-Printed Objects. In Proceedings of the 29th International Solid Freeform Fabrication Symposium, Austin, TX, USA, 13-15 August 2018; pp. 1649-1659.
  85. Liu, C.; Huang, N.; Xu, F.; Tong, J.; Chen, Z.; Gui, X.; Fu, Y.; Lao, C. 3D printing technologies for flexible tactile sensors toward wearable electronics and electronic skin. Polymers 2018, 10, 629. [CrossRef]
  86. Senthil Kumar, K.; Chen, P.Y.; Ren, H. A review of printable flexible and stretchable tactile sensors. Research 2019, 2019. [CrossRef]
  87. Frank, T.; Doering, L.; Heinrich, G.; Thronicke, N.; Löbner, C.; Völlmeke, S.; Steinke, A.; Reich, S. Silicon cantilevers with piezo-resistive measuring bridge for tactile line measurement. Microsyst. Technol. 2014, 20, 927-931. [CrossRef]
  88. Tobjörk, D.; Österbacka, R. Paper electronics. Adv. Mater. 2011, 23, 1935-1961. [CrossRef]
  89. Mannsfeld, S.C.; Tee, B.C.; Stoltenberg, R.M.; Chen, C.V.; Barman, S.; Muir, B.V.; Sokolov, A.N.; Reese, C.; Bao, Z. Highly sensitive flexible pressure sensors with microstructured rubber dielectric layers. Nat. Mater. 2010, 9, 859-864. [CrossRef]
  90. Bao, R.; Wang, C.; Dong, L.; Yu, R.; Zhao, K.; Wang, Z.L.; Pan, C. Flexible and controllable piezo-phototronic pressure mapping sensor matrix by ZnO NW/p-polymer LED array. Adv. Funct. Mater. 2015, 25, 2884-2891. [CrossRef]
  91. Windecker, R.; Tiziani, H.J. Optical roughness measurements using extended white-light interferometry. Opt. Eng. 1999, 38, 1081-1087. [CrossRef]
  92. Puangmali, P.; Liu, H.; Seneviratne, L.D.; Dasgupta, P.; Althoefer, K. Miniature 3-axis distal force sensor for minimally invasive surgical palpation. IEEE/ASME Trans. Mechatron. 2011, 17, 646-656. [CrossRef]
  93. Konstantinova, J.; Stilli, A.; Althoefer, K. Force and proximity fingertip sensor to enhance grasping perception. In Proceedings of the 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany, 28 September-2 October 2015; pp. 2118-2123.
  94. Noh, Y.; Sareh, S.; Back, J.; Würdemann, H.A.; Ranzani, T.; Secco, E.L.; Faragasso, A.; Liu, H.; Althoefer, K. A three-axial body force sensor for flexible manipulators. In Proceedings of the 2014 IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China, 31 May-7 June 2014; pp. 6388-6393.
  95. Basiricò, L.; Cosseddu, P.; Fraboni, B.; Bonfiglio, A. Inkjet printing of transparent, flexible, organic transistors. Thin Solid Films 2011, 520, 1291-1294. [CrossRef]
  96. Ko, E.H.; Kim, H.J.; Lee, S.M.; Kim, T.W.; Kim, H.K. Stretchable Ag electrodes with mechanically tunable optical transmittance on wavy-patterned PDMS substrates. Sci. Rep. 2017, 7, 46739. [CrossRef]
  97. Cha, K.J.; Kim, T.; Park, S.J.; Kim, D.S. Simple and cost-effective fabrication of solid biodegradable polymer microneedle arrays with adjustable aspect ratio for transdermal drug delivery using acupuncture microneedles. J. Micromech. Microeng. 2014, 24, 115015. [CrossRef]
  98. Wu, J.; Wang, R.; Yu, H.; Li, G.; Xu, K.; Tien, N.C.; Roberts, R.C.; Li, D. Inkjet-printed microelectrodes on PDMS as biosensors for functionalized microfluidic systems. Lab Chip 2015, 15, 690-695. [CrossRef]
  99. Ling, H.; Chen, R.; Huang, Q.; Shen, F.; Wang, Y.; Wang, X. Transparent, flexible and recyclable nanopaper-based touch sensors fabricated via inkjet-printing. Green Chem. 2020, 22, 3208-3215. [CrossRef]
  100. Ma, S.; Ribeiro, F.; Powell, K.; Lutian, J.; Møller, C.; Large, T.; Holbery, J. Fabrication of novel transparent touch sensing device via drop-on-demand inkjet printing technique. ACS Appl. Mater. Interfaces 2015, 7, 21628-21633. [CrossRef]
  101. Li, Q.; Luo, S.; Wang, Q.M. Piezoresistive thin film pressure sensor based on carbon nanotube-polyimide nanocomposites. Sens. Actuators A Phys. 2019, 295, 336-342. [CrossRef]
  102. Muth, J.T.; Vogt, D.M.; Truby, R.L.; Mengüç, Y.; Kolesky, D.B.; Wood, R.J.; Lewis, J.A. Embedded 3D printing of strain sensors within highly stretchable elastomers. Adv. Mater. 2014, 26, 6307-6312. [CrossRef] [PubMed]
  103. Tas, M.O.; Baker, M.A.; Masteghin, M.G.; Bentz, J.; Boxshall, K.; Stolojan, V. Highly stretchable, directionally oriented carbon nanotube/PDMS conductive films with enhanced sensitivity as wearable strain sensors. ACS Appl. Mater. Interfaces 2019, 11, 39560-39573. [CrossRef] [PubMed]
  104. Sánchez, M.; Moriche, R.; Sanchez-Romate, X.F.; Prolongo, S.; Rams, J.; Ureña, A. Effect of graphene nanoplatelets thickness on strain sensitivity of nanocomposites: A deeper theoretical to experimental analysis. Compos. Sci. Technol. 2019, 181, 107697.
  105. Dong, H.; Zhang, L.; Wu, T.; Song, H.; Luo, J.; Huang, F.; Zuo, C. Flexible pressure sensor with high sensitivity and fast response for electronic skin using near-field electrohydrodynamic direct writing. Org. Electron. 2021, 89, 106044. [CrossRef]
  106. Zhou, L.y.; Fu, J.z.; Gao, Q.; Zhao, P.; He, Y. All-Printed Flexible and Stretchable Electronics with Pressing or Freezing Activatable Liquid-Metal-Silicone Inks. Adv. Funct. Mater. 2020, 30, 1906683. [CrossRef]
  107. Srichan, C.; Saikrajang, T.; Lomas, T.; Jomphoak, A.; Maturos, T.; Phokaratkul, D.; Kerdcharoen, T.; Tuantranont, A. Inkjet printing PEDOT: PSS using desktop inkjet printer. In Proceedings of the 2009 6th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, Chonburi, Thailand, 6-9 May 2009; Volume 1, pp. 465-468.
  108. Al-Chami, H.; Cretu, E. Inkjet printing of microsensors. In Proceedings of the 2009 IEEE 15th International Mixed-Signals, Sensors, and Systems Test Workshop, Scottsdale, AZ, USA, 10-12 June 2009; pp. 1-6.
  109. Střítesk ỳ, S.; Marková, A.; Víteček, J.; Šafaříková, E.; Hrabal, M.; Kubáč, L.; Kubala, L.; Weiter, M.; Vala, M. Printing inks of electroactive polymer PEDOT: PSS: The study of biocompatibility, stability, and electrical properties. J. Biomed. Mater. Res. Part A 2018, 106, 1121-1128. [CrossRef]
  110. Shi, H.; Liu, C.; Jiang, Q.; Xu, J. Effective approaches to improve the electrical conductivity of PEDOT: PSS: A review. Adv. Electron. Mater. 2015, 1, 1500017. [CrossRef]
  111. Simaite, A.; Mesnilgrente, F.; Tondu, B.; Souères, P.; Bergaud, C. Towards inkjet printable conducting polymer artificial muscles. Sens. Actuators B Chem. 2016, 229, 425-433. [CrossRef]
  112. Kordás, K.; Mustonen, T.; Tóth, G.; Jantunen, H.; Lajunen, M.; Soldano, C.; Talapatra, S.; Kar, S.; Vajtai, R.; Ajayan, P.M. Inkjet printing of electrically conductive patterns of carbon nanotubes. Small 2006, 2, 1021-1025. [CrossRef]
  113. Abutarboush, H.F.; Shamim, A. based inkjet-printed tri-band U-slot monopole antenna for wireless applications. IEEE Antennas Wirel. Propag. Lett. 2012, 11, 1234-1237. [CrossRef]
  114. Cook, B.S.; Shamim, A. Inkjet printing of novel wideband and high gain antennas on low-cost paper substrate. IEEE Trans. Antennas Propag. 2012, 60, 4148-4156. [CrossRef]
  115. Ma, S.; Liu, L.; Bromberg, V.; Singler, T.J. Electroless copper plating of inkjet-printed polydopamine nanoparticles: A facile method to fabricate highly conductive patterns at near room temperature. ACS Appl. Mater. Interfaces 2014, 6, 19494-19498. [CrossRef] [PubMed]
  116. Kamyshny, A.; Ben-Moshe, M.; Aviezer, S.; Magdassi, S. Ink-jet printing of metallic nanoparticles and microemulsions. Macromol. Rapid Commun. 2005, 26, 281-288. [CrossRef]
  117. Kim, T.; Song, H.; Ha, J.; Kim, S.; Kim, D.; Chung, S.; Lee, J.; Hong, Y. Inkjet-printed stretchable single-walled carbon nanotube electrodes with excellent mechanical properties. Appl. Phys. Lett. 2014, 104, 113103. [CrossRef]
  118. Fuller, S.B.; Wilhelm, E.J.; Jacobson, J.M. Ink-jet printed nanoparticle microelectromechanical systems. J. Microelectromech. Syst. 2002, 11, 54-60. [CrossRef]
  119. Chung, S.; Jang, M.; Ji, S.B.; Im, H.; Seong, N.; Ha, J.; Kwon, S.K.; Kim, Y.H.; Yang, H.; Hong, Y. Flexible High-Performance All-Inkjet-Printed Inverters: Organo-Compatible and Stable Interface Engineering. Adv. Mater. 2013, 25, 4773-4777. [CrossRef]
  120. Komoda, N.; Nogi, M.; Suganuma, K.; Otsuka, K. Highly sensitive antenna using inkjet overprinting with particle-free conductive inks. ACS Appl. Mater. Interfaces 2012, 4, 5732-5736. [CrossRef]
  121. Olberding, S.; Gong, N.W.; Tiab, J.; Paradiso, J.A.; Steimle, J. A cuttable multi-touch sensor. In Proceedings of the 26th Annual ACM Symposium on User Interface Software and Technology, Scotland, UK, 8-11 October 2013; pp. 245-254.
  122. Rausch, J.; Salun, L.; Griesheimer, S.; Ibis, M.; Werthschützky, R. Printed resistive strain sensors for monitoring of light-weight structures. In Smart Sensor Phenomena, Technology, Networks, and Systems 2011; International Society for Optics and Photonics: Bellingham, WA, USA, 2011; Volume 7982, p. 79820H.
  123. Van Osch, T.H.; Perelaer, J.; De Laat, A.W.; Schubert, U.S. Inkjet printing of narrow conductive tracks on untreated polymeric substrates. Adv. Mater. 2008, 20, 343-345. [CrossRef]
  124. Kaydanova, T.; Miedaner, A.; Perkins, J.D.; Curtis, C.; Alleman, J.L.; Ginley, D.S. Direct-write inkjet printing for fabrication of barium strontium titanate-based tunable circuits. Thin Solid Films 2007, 515, 3820-3824. [CrossRef]
  125. Abadi, Z.; Mottaghitalab, V.; Bidoki, M.; Benvidi, A. Flexible biosensor using inkjet printing of silver nanoparticles. Sens. Rev. 2014, 34, 360-366. [CrossRef]
  126. Borghetti, M.; Serpelloni, M.; Sardini, E.; Pandini, S. Mechanical behavior of strain sensors based on PEDOT: PSS and silver nanoparticles inks deposited on polymer substrate by inkjet printing. Sens. Actuators A Phys. 2016, 243, 71-80. [CrossRef]
  127. Chung, S.; Lee, J.; Song, H.; Kim, S.; Jeong, J.; Hong, Y. Inkjet-printed stretchable silver electrode on wave structured elastomeric substrate. Appl. Phys. Lett. 2011, 98, 153110. [CrossRef]
  128. Perelaer, J.; Hendriks, C.E.; de Laat, A.W.; Schubert, U.S. One-step inkjet printing of conductive silver tracks on polymer substrates. Nanotechnology 2009, 20, 165303. [CrossRef] [PubMed]
  129. Andò, B.; Baglio, S.; Marletta, V.; Pistorio, A. A contactless inkjet printed passive touch sensor. In Proceedings of the 2014 IEEE International Instrumentation and Measurement Technology Conference (I2MTC) Proceedings, Montevideo, Uruguay, 12-15 May 2014; pp. 1638-1642.
  130. Choi, S.; Eom, S.; Tentzeris, M.M.; Lim, S. Inkjet-printed electromagnet-based touchpad using spiral resonators. J. Microelectromech. Syst. 2016, 25, 947-953. [CrossRef]
  131. Yun, T.; Eom, S.; Lim, S. Based Capacitive Touchpad Using Home Inkjet Printer. J. Disp. Technol. 2016, 12, 1411-1416. [CrossRef]
  132. Ponraj, G.; Kirthika, S.K.; Lim, C.M.; Ren, H. Soft tactile sensors with inkjet-printing conductivity and hydrogel biocompatibility for retractors in cadaveric surgical trials. IEEE Sens. J. 2018, 18, 9840-9847. [CrossRef]
  133. Sette, D.; Mercier, D.; Brunet-Manquat, P.; Poulain, C.; Blayo, A. Micro Pirani pressure sensor fabricated by inkjet printing of silver nanoparticles. In Proceedings of the 2013 Transducers & Eurosensors XXVII: The 17th International Conference on Solid-State Sensors, Actuators and Microsystems (TRANSDUCERS & EUROSENSORS XXVII), Barcelona, Spain, 16-20 June 2013; pp. 1783-1786.
  134. Montero, K.L.; Laurila, M.M.; Mäntysalo, M. All printed flexible piezoelectric pressure sensor with interdigitated electrodes. In Proceedings of the 2020 IEEE 8th Electronics System-Integration Technology Conference (ESTC), Tonsberg, Norway, 15-18 September 2020; pp. 1-6.
  135. Zhang, F.; Tuck, C.; Hague, R.; He, Y.; Saleh, E.; Li, Y.; Sturgess, C.; Wildman, R. Inkjet printing of polyimide insulators for the 3 D printing of dielectric materials for microelectronic applications. J. Appl. Polym. Sci. 2016, 133. [CrossRef]
  136. Basak, I.; Nowicki, G.; Ruttens, B.; Desta, D.; Prooth, J.; Jose, M.; Nagels, S.; Boyen, H.G.; D'Haen, J.; Buntinx, M.; et al. Inkjet Printing of PEDOT: PSS Based Conductive Patterns for 3D Forming Applications. Polymers 2020, 12, 2915. [CrossRef]
  137. Albrecht, A.; Trautmann, M.; Becherer, M.; Lugli, P.; Rivadeneyra, A. Shear-force sensors on flexible substrates using inkjet printing. J. Sens. 2019, 2019. [CrossRef]
  138. Li, K.; Wei, H.; Liu, W.; Meng, H.; Zhang, P.; Yan, C. 3D printed stretchable capacitive sensors for highly sensitive tactile and electrochemical sensing. Nanotechnology 2018, 29, 185501. [CrossRef]
  139. Lo, L.W.; Shi, H.; Wan, H.; Xu, Z.; Tan, X.; Wang, C. Inkjet-printed soft resistive pressure sensor patch for wearable electronics applications. Adv. Mater. Technol. 2020, 5, 1900717. [CrossRef]
  140. Mikkonen, R.; Koivikko, A.; Vuorinen, T.; Sariola, V.; Mantysalo, M. Inkjet-printed, nanofiber-based soft capacitive pressure sensors for tactile sensing. IEEE Sens. J. 2021, 21, 26286-26293. [CrossRef]
  141. Sung, Y.L.; Jeang, J.; Lee, C.H.; Shih, W.C. Fabricating optical lenses by inkjet printing and heat-assisted in situ curing of polydimethylsiloxane for smartphone microscopy. J. Biomed. Opt. 2015, 20, 047005. [CrossRef]
  142. Peng, Y.; Xiao, S.; Yang, J.; Lin, J.; Yuan, W.; Gu, W.; Wu, X.; Cui, Z. The elastic microstructures of inkjet printed polydimethylsilox- ane as the patterned dielectric layer for pressure sensors. Appl. Phys. Lett. 2017, 110, 261904. [CrossRef]
  143. Röddiger, T.; Beigl, M.; Wolffram, D.; Budde, M.; Sun, H. PDMSkin: On-Skin Gestures with Printable Ultra-Stretchable Soft Electronic Second Skin. In Proceedings of the Augmented Humans International Conference, New York, NY, USA, 16-17 March 2020; pp. 1-9.
  144. Ko, S.H.; Chung, J.; Pan, H.; Grigoropoulos, C.P.; Poulikakos, D. Fabrication of multilayer passive and active electric components on polymer using inkjet printing and low temperature laser processing. Sens. Actuators A Phys. 2007, 134, 161-168. [CrossRef]
  145. Chung, S.; Kim, S.O.; Kwon, S.K.; Lee, C.; Hong, Y. All-inkjet-printed organic thin-film transistor inverter on flexible plastic substrate. IEEE Electron Device Lett. 2011, 32, 1134-1136. [CrossRef]
  146. Jiang, J.; Bao, B.; Li, M.; Sun, J.; Zhang, C.; Li, Y.; Li, F.; Yao, X.; Song, Y. Fabrication of transparent multilayer circuits by inkjet printing. Adv. Mater. 2016, 28, 1420-1426. [CrossRef]
  147. Sun, J.; Jiang, J.; Bao, B.; Wang, S.; He, M.; Zhang, X.; Song, Y. Fabrication of bendable circuits on a polydimethylsiloxane (PDMS) surface by inkjet printing semi-wrapped structures. Materials 2016, 9, 253. [CrossRef]
  148. Albrecht, A.; Bobinger, M.; Salmerón, J.F.; Becherer, M.; Cheng, G.; Lugli, P.; Rivadeneyra, A. Over-stretching tolerant conductors on rubber films by inkjet-printing silver nanoparticles for wearables. Polymers 2018, 10, 1413. [CrossRef]
  149. Kim, S.Y.; Kim, K.; Hwang, Y.; Park, J.; Jang, J.; Nam, Y.; Kang, Y.; Kim, M.; Park, H.; Lee, Z.; et al. High-resolution electrohydrodynamic inkjet printing of stretchable metal oxide semiconductor transistors with high performance. Nanoscale 2016, 8, 17113-17121. [CrossRef]
  150. Kwon, H.J.; Chung, S.; Jang, J.; Grigoropoulos, C.P. Laser direct writing and inkjet printing for a sub-2 µm channel length MoS2 transistor with high-resolution electrodes. Nanotechnology 2016, 27, 405301. [CrossRef]
  151. Mikkonen, R.; Puistola, P.; Jonkkari, I.; Mantysalo, M. Inkjet printable polydimethylsiloxane for all-inkjet-printed multilayered soft electrical applications. ACS Appl. Mater. Interfaces 2020, 12, 11990-11997. [CrossRef] [PubMed]
  152. Zhuang, J.L.; Ar, D.; Yu, X.J.; Liu, J.X.; Terfort, A. Patterned Deposition of Metal-Organic Frameworks onto Plastic, Paper, and Textile Substrates by Inkjet Printing of a Precursor Solution. Adv. Mater. 2013, 25, 4631-4635. [CrossRef] [PubMed]
  153. Minemawari, H.; Yamada, T.; Matsui, H.; Tsutsumi, J.; Haas, S.; Chiba, R.; Kumai, R.; Hasegawa, T. Inkjet printing of single-crystal films. Nature 2011, 475, 364-367. [CrossRef] [PubMed]
  154. McCoul, D.; Rosset, S.; Schlatter, S.; Shea, H. Inkjet 3D printing of UV and thermal cure silicone elastomers for dielectric elastomer actuators. Smart Mater. Struct. 2017, 26, 125022. [CrossRef]
  155. Abu-Khalaf, J.M.; Al-Ghussain, L.; Al-Halhouli, A. Fabrication of stretchable circuits on polydimethylsiloxane (PDMS) pre- stretched substrates by inkjet printing silver nanoparticles. Materials 2018, 11, 2377. [CrossRef] [PubMed]
  156. Belsey, K.; Parry, A.; Rumens, C.; Ziai, M.; Yeates, S.; Batchelor, J.; Holder, S. Switchable disposable passive RFID vapour sensors from inkjet printed electronic components integrated with PDMS as a stimulus responsive material. J. Mater. Chem. C 2017, 5, 3167-3175. [CrossRef]
  157. Hemmilä, S.; Cauich-Rodríguez, J.V.; Kreutzer, J.; Kallio, P. Rapid, simple, and cost-effective treatments to achieve long-term hydrophilic PDMS surfaces. Appl. Surf. Sci. 2012, 258, 9864-9875. [CrossRef]
  158. Li, C.Y.; Liao, Y.C. Adhesive stretchable printed conductive thin film patterns on PDMS surface with an atmospheric plasma treatment. ACS Appl. Mater. Interfaces 2016, 8, 11868-11874. [CrossRef]
  159. Francioso, L.; De Pascali, C.; Bartali, R.; Morganti, E.; Lorenzelli, L.; Siciliano, P.; Laidani, N. PDMS/Kapton interface plasma treatment effects on the polymeric package for a wearable thermoelectric generator. ACS Appl. Mater. Interfaces 2013, 5, 6586-6590.
  160. Wu, J.; Roberts, R.; Tien, N.C.; Li, D. Inkjet printed silver patterning on PDMS to fabricate microelectrodes for microfluidic sensing. In Proceedings of the SENSORS, 2014 IEEE, Valencia, Spain, 2-5 November 2014; pp. 1100-1103.
  161. Yeo, L.; Lok, B.; Nguyen, Q.; Lu, C.; Lam, Y. Selective surface modification of PET substrate for inkjet printing. Int. J. Adv. Manuf. Technol. 2014, 71, 1749-1755. [CrossRef]
  162. Mikkonen, R.; Mantysalo, M. Inkjettable, polydimethylsiloxane based soft electronics. In Proceedings of the 2020 IEEE International Conference on Flexible and Printable Sensors and Systems (FLEPS), Manchester, UK, 16-19 August 2020; pp. 1-3.
  163. Gao, M.; Li, L.; Song, Y. Inkjet printing wearable electronic devices. J. Mater. Chem. C 2017, 5, 2971-2993. [CrossRef]
  164. Guo, R.; Yu, Y.; Xie, Z.; Liu, X.; Zhou, X.; Gao, Y.; Liu, Z.; Zhou, F.; Yang, Y.; Zheng, Z. Matrix-assisted catalytic printing for the fabrication of multiscale, flexible, foldable, and stretchable metal conductors. Adv. Mater. 2013, 25, 3343-3350. [CrossRef] [PubMed]
  165. Fu, Y.M.; Chou, M.C.; Cheng, Y.T.; Secor, E.B.; Hersam, M.C. An inkjet printed piezoresistive back-to-back graphene tactile sensor for endosurgical palpation applications. In Proceedings of the 2017 IEEE 30th International Conference on Micro Electro Mechanical Systems (MEMS), Las Vegas, NV, USA, 22-26 January 2017; pp. 612-615.
  166. Ervasti, H.; Jarvinen, T.; Pitkanen, O.; Bozo, E.; Hiitola-Keinanen, J.; Huttunen, O.H.; Hiltunen, J.; Kordas, K. Inkjet-Deposited Single-Wall Carbon Nanotube Micropatterns on Stretchable PDMS-Ag Substrate-Electrode Structures for Piezoresistive Strain Sensing. ACS Appl. Mater. Interfaces 2021, 13, 27284-27294. [CrossRef] [PubMed]
  167. Kim, S.; Traille, A.; Lee, H.; Aubert, H.; Yoshihiro, K.; Georgiadis, A.; Collado, A.; Tentzeris, M.M. Inkjet-printed sensors on paper substrate for agricultural applications. In Proceedings of the 2013 European Microwave Conference, Nuremberg, Germany, 6-10 October 2013; pp. 866-869.
  168. Yang, L.; Rida, A.; Vyas, R.; Tentzeris, M.M. RFID tag and RF structures on a paper substrate using inkjet-printing technology. IEEE Trans. Microw. Theory Tech. 2007, 55, 2894-2901. [CrossRef]
  169. Liana, D.D.; Raguse, B.; Gooding, J.J.; Chow, E. Recent advances in paper-based sensors. Sensors 2012, 12, 11505-11526. [CrossRef]
  170. Hossain, S.Z.; Luckham, R.E.; Smith, A.M.; Lebert, J.M.; Davies, L.M.; Pelton, R.H.; Filipe, C.D.; Brennan, J.D. Development of a bioactive paper sensor for detection of neurotoxins using piezoelectric inkjet printing of sol-gel-derived bioinks. Anal. Chem. 2009, 81, 5474-5483. [CrossRef]
  171. Choi, K.H.; Yoo, J.; Lee, C.K.; Lee, S.Y. All-inkjet-printed, solid-state flexible supercapacitors on paper. Energy Environ. Sci. 2016, 9, 2812-2821. [CrossRef]
  172. Wang, X.; Liu, Z.; Zhang, T. Flexible sensing electronics for wearable/attachable health monitoring. Small 2017, 13, 1602790.
  173. Park, S.H.; Lee, H.B.; Yeon, S.M.; Park, J.; Lee, N.K. Flexible and stretchable piezoelectric sensor with thickness-tunable configuration of electrospun nanofiber mat and elastomeric substrates. ACS Appl. Mater. Interfaces 2016, 8, 24773-24781.
  174. Sekine, T.; Sugano, R.; Tashiro, T.; Sato, J.; Takeda, Y.; Matsui, H.; Kumaki, D.; Domingues Dos Santos, F.; Miyabo, A.; Tokito, S. Fully printed wearable vital sensor for human pulse rate monitoring using ferroelectric polymer. Sci. Rep. 2018, 8, 4442. [CrossRef] [PubMed]
  175. Thuau, D.; Kallitsis, K.; Dos Santos, F.D.; Hadziioannou, G. All inkjet-printed piezoelectric electronic devices: Energy generators, sensors and actuators. J. Mater. Chem. C 2017, 5, 9963-9966. [CrossRef]
  176. Fu, S.; Tao, J.; Wu, W.; Sun, J.; Li, F.; Li, J.; Huo, Z.; Xia, Z.; Bao, R.; Pan, C. Fabrication of large-area bimodal sensors by all-inkjet-printing. Adv. Mater. Technol. 2019, 4, 1800703. [CrossRef]
  177. Salim, A.; Naqvi, A.H.; Park, E.; Pham, A.D.; Lim, S. Inkjet printed kirigami-inspired split ring resonator for disposable, low cost strain sensor applications. Smart Mater. Struct. 2019, 29, 015016. [CrossRef]
  178. Pang, G.; Deng, J.; Wang, F.; Zhang, J.; Pang, Z.; Yang, G. Development of flexible robot skin for safe and natural human-robot collaboration. Micromachines 2018, 9, 576. [CrossRef]
  179. Wang, X.; Li, J.; Song, H.; Huang, H.; Gou, J. Highly stretchable and wearable strain sensor based on printable carbon nanotube layers/polydimethylsiloxane composites with adjustable sensitivity. ACS Appl. Mater. Interfaces 2018, 10, 7371-7380. [CrossRef]
  180. Zhao, X.; Zhang, Z.; Liao, Q.; Xun, X.; Gao, F.; Xu, L.; Kang, Z.; Zhang, Y. Self-powered user-interactive electronic skin for programmable touch operation platform. Sci. Adv. 2020, 6, eaba4294. [CrossRef]
  181. Ozioko, O.; Dahiya, R. Smart Tactile Gloves for Haptic Interaction, Communication, and Rehabilitation. Adv. Intell. Syst. 2021, 4, 2100091. [CrossRef]
  182. Khoshmanesh, F.; Thurgood, P.; Pirogova, E.; Nahavandi, S.; Baratchi, S. Wearable sensors: At the frontier of personalised health monitoring, smart prosthetics and assistive technologies. Biosens. Bioelectron. 2021, 176, 112946. [CrossRef]
  183. Khan, Y.; Pavinatto, F.J.; Lin, M.C.; Liao, A.; Swisher, S.L.; Mann, K.; Subramanian, V.; Maharbiz, M.M.; Arias, A.C. Inkjet-printed flexible gold electrode arrays for bioelectronic interfaces. Adv. Funct. Mater. 2016, 26, 1004-1013. [CrossRef]
  184. Shahariar, H.; Kim, I.; Soewardiman, H.; Jur, J.S. Inkjet printing of reactive silver ink on textiles. ACS Appl. Mater. Interfaces 2019, 11, 6208-6216. [CrossRef] [PubMed]
  185. Islam, G.N.; Ali, A.; Collie, S. Textile sensors for wearable applications: A comprehensive review. Cellulose 2020, 27, 6103-6131.
  186. Zhou, X.; Lee, P.S. Three-dimensional printing of tactile sensors for soft robotics. MRS Bull. 2021, 46, 330-336. [CrossRef]
  187. Gul, J.Z.; Sajid, M.; Rehman, M.M.; Siddiqui, G.U.; Shah, I.; Kim, K.H.; Lee, J.W.; Choi, K.H. 3D printing for soft robotics-a review. Sci. Technol. Adv. Mater. 2018, 19, 243-262. [CrossRef]
  188. MacCurdy, R.; Katzschmann, R.; Kim, Y.; Rus, D. Printable hydraulics: A method for fabricating robots by 3D co-printing solids and liquids. In Proceedings of the 2016 IEEE International Conference on Robotics and Automation (ICRA), Stockholm, Sweden, 16-21 May 2016; pp. 3878-3885.
  189. Yang, T.; Xie, D.; Li, Z.; Zhu, H. Recent advances in wearable tactile sensors: Materials, sensing mechanisms, and device performance. Mater. Sci. Eng. R Rep. 2017, 115, 1-37. [CrossRef]
  190. Bariya, M.; Nyein, H.Y.Y.; Javey, A. Wearable sweat sensors. Nat. Electron. 2018, 1, 160-171. [CrossRef]
  191. Ma, Z.; Li, S.; Wang, H.; Cheng, W.; Li, Y.; Pan, L.; Shi, Y. Advanced electronic skin devices for healthcare applications. J. Mater. Chem. B 2019, 7, 173-197. [CrossRef] [PubMed]
  192. Xu, K.; Lu, Y.; Takei, K. Multifunctional skin-inspired flexible sensor systems for wearable electronics. Adv. Mater. Technol. 2019, 4, 1800628. [CrossRef]
  193. Lee, T.; Kang, Y.; Kim, K.; Sim, S.; Bae, K.; Kwak, Y.; Park, W.; Kim, M.; Kim, J. All Paper-Based, Multilayered, Inkjet-Printed Tactile Sensor in Wide Pressure Detection Range with High Sensitivity. Adv. Mater. Technol. 2021, 7, 2100428. [CrossRef]
  194. Majewski, C.; Perkins, A.; Faltz, D.; Zhang, F.; Zhao, H.; Xiao, W. Design of a 3D printed insole with embedded plantar pressure sensor arrays. In Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers, New York, NY, USA, 11-15 September 2017; pp. 261-264.
  195. Hammond, F.L.; Kramer, R.K.; Wan, Q.; Howe, R.D.; Wood, R.J. Soft tactile sensor arrays for micromanipulation. In Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, Vilamoura-Algarve, Portugal, 7-12 October 2012; pp. 25-32.
  196. Payne, C.J.; Marcus, H.J.; Yang, G.Z. A smart haptic hand-held device for neurosurgical microdissection. Ann. Biomed. Eng. 2015, 43, 2185-2195. [CrossRef]
  197. Talasaz, A.; Trejos, A.L.; Patel, R.V. The role of direct and visual force feedback in suturing using a 7-DOF dual-arm teleoperated system. IEEE Trans. Haptics 2016, 10, 276-287. [CrossRef] [PubMed]
  198. Kim, U.; Kim, Y.B.; Seok, D.Y.; So, J.; Choi, H.R. A surgical palpation probe with 6-axis force/torque sensing capability for minimally invasive surgery. IEEE Trans. Ind. Electron. 2017, 65, 2755-2765. [CrossRef]
  199. McKinley, S.; Garg, A.; Sen, S.; Kapadia, R.; Murali, A.; Nichols, K.; Lim, S.; Patil, S.; Abbeel, P.; Okamura, A.M.; et al. A single-use haptic palpation probe for locating subcutaneous blood vessels in robot-assisted minimally invasive surgery. In Proceedings of the 2015 IEEE International Conference on Automation Science and Engineering (CASE), Gothenburg, Sweden, 24-28 August 2015; pp. 1151-1158.
  200. Eltaib, M.; Hewit, J. Tactile sensing technology for minimal access surgery-A review. Mechatronics 2003, 13, 1163-1177. [CrossRef]
  201. Sherwani, F.; Asad, M.M.; Ibrahim, B. Collaborative robots and industrial revolution 4.0 (ir 4.0). In Proceedings of the 2020 International Conference on Emerging Trends in Smart Technologies (ICETST), Karachi, Pakistan, 26-27 March 2020; pp. 1-5.
  202. Faller, L.M.; Stetco, C.; Zangl, H. Design of a novel gripper system with 3D-and inkjet-printed multimodal sensors for automated grasping of a forestry robot. In Proceedings of the 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Macau, China, 3-8 November 2019; pp. 5620-5627.
  203. Khan, Y.; Thielens, A.; Muin, S.; Ting, J.; Baumbauer, C.; Arias, A.C. A new frontier of printed electronics: Flexible hybrid electronics. Adv. Mater. 2020, 32, 1905279. [CrossRef] [PubMed]
  204. Molded Interconnected Devices (MIDs). Available online: https://www.cati.com/3d-printing/applications/electronics-and- pcbs/nonplaner-electronics/mids/ (accessed on 9 January 2022).
  205. Chalvin, M.; Campocasso, S.; Hugel, V.; Baizeau, T. Layer-by-layer generation of optimized joint trajectory for multi-axis robotized additive manufacturing of parts of revolution. Robot. Comput.-Integr. Manuf. 2020, 65, 101960. [CrossRef]
  206. Watson, N.; Meisel, N.A.; Bilén, S.; Duarte, J.; Nazarian, S. Large-scale additive manufacturing of concrete using a 6-axis robotic arm for autonomous habitat construction. In Proceedings of the 2019 International Solid Freeform Fabrication Symposium, Austin, TX, USA, 12-14 August 2019.
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Università degli Studi di Genova, Faculty Member
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