{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,7]],"date-time":"2026-09-07T22:47:18Z","timestamp":1788821238676,"version":"build-2803163510"},"reference-count":31,"publisher":"IOP Publishing","issue":"4","license":[{"start":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T00:00:00Z","timestamp":1781740800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/publishingsupport.iopscience.iop.org\/iop-standard\/v1"},{"start":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T00:00:00Z","timestamp":1781740800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/iopscience.iop.org\/info\/page\/text-and-data-mining"}],"content-domain":{"domain":["iopscience.iop.org"],"crossmark-restriction":false},"short-container-title":["Bioinspir. Biomim."],"published-print":{"date-parts":[[2026,8,31]]},"abstract":"Abstract<\/jats:title>\n \n In many robotic applications, such as humanoids, wearable robots or supernumerary limbs, there is a growing shift from rigid, traditional mechanisms toward softer, more compliant systems. This trend is driven by the need for safer physical human\u2013robot interaction and the ability to operate in unstructured environments. In this work, we present a hybrid approach to controlling a single-degree-of-freedom robotic joint that combines a rigid frame with soft pneumatic actuators to enable both precise and versatile interaction. The joint is bioinspired, as it is powered by a couple of actuators mounted in an antagonist configuration, such as the human elbow. A key innovation is the design of pneumatic artificial muscles using thermoplastic polyurethane, which achieve high isometric force (400 N at 240 kPa), significant stretchability (80 mm), and low density\n \n \n \n <\/jats:tex-math>\n \n \n (<\/mml:mo>\n 0.3<\/mml:mn>\n \n \n \n g<\/mml:mi>\n \n cm<\/mml:mi>\n <\/mml:mrow>\n \n \u2212<\/mml:mo>\n 3<\/mml:mn>\n <\/mml:mrow>\n <\/mml:msup>\n )<\/mml:mo>\n <\/mml:mrow>\n <\/mml:math>\n <\/jats:inline-formula>\n , making them competitive with state-of-the-art alternatives. Two model-free controllers were developed to independently regulate joint position and stiffness. Angle control achieved high precision (\n \n \n \n <\/jats:tex-math>\n \n \n <<\/mml:mo>\n \n \n \n 2<\/mml:mn>\n \u2218<\/mml:mo>\n <\/mml:msup>\n <\/mml:mrow>\n <\/mml:math>\n <\/jats:inline-formula>\n RMSE) with minimal overshoot (\n \n \n \n <\/jats:tex-math>\n \n \n <<\/mml:mo>\n \n \n 1<\/mml:mn>\n <\/mml:mrow>\n <\/mml:math>\n <\/jats:inline-formula>\n %) and fast response (rise time\n \n \n \n <\/jats:tex-math>\n \n \n <<\/mml:mo>\n \n \n 1.3<\/mml:mn>\n <\/mml:mrow>\n <\/mml:math>\n <\/jats:inline-formula>\n s). Stiffness control modulated joint compliance across a range of 0.054\u20130.076 Nm\u2009deg\n \n \n \n <\/jats:tex-math>\n \n \n \n \n \n \u2212<\/mml:mo>\n 1<\/mml:mn>\n <\/mml:mrow>\n <\/mml:msup>\n <\/mml:mrow>\n <\/mml:math>\n <\/jats:inline-formula>\n , with the expected trade-off of reduced workspace. A final proof-of-concept demonstrated the concurrent use of both controllers to modulate the joint\u2019s dynamic behavior in response to external disturbances. While future work will address multi-DOF coordination and wearable integration, this study represents a foundational step toward safe, adaptable robotic actuation through the combination of rigid structures and soft actuation.\n <\/jats:p>","DOI":"10.1088\/1748-3190\/ae72db","type":"journal-article","created":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T22:54:08Z","timestamp":1779836048000},"page":"046004","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["A bioinspired hybrid robotic joint for safer physical human\u2013robot interaction"],"prefix":"10.1088","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-9718-9849","authenticated-orcid":true,"given":"Gianluca","family":"Dimonte","sequence":"first","affiliation":[{"name":"Scuola Superiore Sant\u2019Anna"},{"name":"Politecnico di Milano"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5237-714X","authenticated-orcid":false,"given":"Marta","family":"Gandolla","sequence":"additional","affiliation":[{"name":"Politecnico di Milano"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8875-8646","authenticated-orcid":true,"given":"Tommaso","family":"Proietti","sequence":"additional","affiliation":[{"name":"Scuola Superiore Sant\u2019Anna"},{"name":"Universit\u00e0 Vita-Salute San Raffaele"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"266","published-online":{"date-parts":[[2026,6,18]]},"reference":[{"key":"bbae72dbbib1","doi-asserted-by":"publisher","first-page":"eaah3690","DOI":"10.1126\/scirobotics.aah3690","type":"journal-article","article-title":"Soft robotics: technologies and systems pushing the boundaries of robot abilities","volume":"1","author":"Laschi","year":"2016","journal-title":"Sci. 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All rights, including for text and data mining, AI training, and similar technologies, are reserved.","name":"copyright_information","label":"Copyright Information"},{"value":"2026-02-05","name":"date_received","label":"Date Received","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2026-05-26","name":"date_accepted","label":"Date Accepted","group":{"name":"publication_dates","label":"Publication dates"}},{"value":"2026-06-18","name":"date_epub","label":"Online publication date","group":{"name":"publication_dates","label":"Publication dates"}}]}}