Physical Intelligence


2024


A simple quantitative model of neuromodulation, Part I: Ion flow through neural ion channels
A simple quantitative model of neuromodulation, Part I: Ion flow through neural ion channels

Werneck, L., Han, M., Yildiz, E., Keip, M., Sitti, M., Ortiz, M.

Journal of the Mechanics and Physics of Solids, 182, pages: 105457, 2024 (article)

Abstract
We develop a simple model of ionic current through neuronal membranes as a function of membrane potential and extracellular ion concentration. The model combines a simplified Poisson–Nernst–Planck (PNP) model of ion transport through individual ion channels with channel activation functions calibrated from ad hoc in-house experimental data. The simplified PNP model is validated against bacterial gramicidin A ion channel data. The calibrated model accounts for the transport of calcium, sodium, potassium, and chloride and exhibits remarkable agreement with the experimentally measured current–voltage curves for the differentiated human neural cells.

DOI [BibTex]

2024

DOI [BibTex]


Nanodiamond-Enhanced Magnetic Resonance Imaging
Nanodiamond-Enhanced Magnetic Resonance Imaging

Jelena Lazovic, E. G. A. W. P. S. A. S. J. L. G. W. M. S.

Advanced Materials, 36(11):2310109, 2024 (article)

DOI [BibTex]

DOI [BibTex]


Artificial-goosebump-driven microactuation
Artificial-goosebump-driven microactuation

Zhang, M., Pal, A., Lyu, X., Wu, Y., Sitti, M.

Nature Materials, 23(23):560-569, 2024 (article)

link (url) DOI [BibTex]


Learning Soft Millirobot Multimodal Locomotion with Sim-to-Real Transfer
Learning Soft Millirobot Multimodal Locomotion with Sim-to-Real Transfer

Demir, S. O., Tiryaki, M. E., Karacakol, A. C., Sitti, M.

Advanced Science, 2024 (article)

Abstract
With wireless multimodal locomotion capabilities, magnetic soft millirobots have emerged as potential minimally invasive medical robotic platforms. Due to their diverse shape programming capability, they can generate various locomotion modes, and their locomotion can be adapted to different environments by controlling the external magnetic field signal. Existing adaptation methods, however, are based on hand-tuned signals. Here, a learning-based adaptive magnetic soft millirobot multimodal locomotion framework empowered by sim-to-real transfer is presented. Developing a data-driven magnetic soft millirobot simulation environment, the periodic magnetic actuation signal is learned for a given soft millirobot in simulation. Then, the learned locomotion strategy is deployed to the real world using Bayesian optimization and Gaussian processes. Finally, automated domain recognition and locomotion adaptation for unknown environments using a Kullback-Leibler divergence-based probabilistic method are illustrated. This method can enable soft millirobot locomotion to quickly and continuously adapt to environmental changes and explore the actuation space for unanticipated solutions with minimum experimental cost.

DOI [BibTex]


Wireless flow-powered miniature robot capable of traversing tubular structures
Wireless flow-powered miniature robot capable of traversing tubular structures

Hong, C., Wu, Y., Wang, C., Ren, Z., Wang, C., Liu, Z., Hu, W., Sitti, M.

Science Robotics, 9(88):eadi5155, 2024 (article)

Abstract
Wireless millimeter-scale robots capable of navigating through fluid-flowing tubular structures hold substantial potential for inspection, maintenance, or repair use in nuclear, industrial, and medical applications. However, prevalent reliance on external powering constrains these robots’ operational range and applicable environments. Alternatives with onboard powering must trade off size, functionality, and operation duration. Here, we propose a wireless millimeter-scale wheeled robot capable of using environmental flows to power and actuate its long-distance locomotion through complex pipelines. The flow-powering module can convert flow energy into mechanical energy, achieving an impeller speed of up to 9595 revolutions per minute, accompanied by an output power density of 11.7 watts per cubic meter and an efficiency of 33.7%. A miniature gearbox module can further transmit the converted mechanical energy into the robot’s locomotion system, allowing the robot to move against water flow at an average rate of up to 1.05 meters per second. The robot’s motion status (moving against/with flow or pausing) can be switched using an external magnetic field or an onboard mechanical regulator, contingent on different proposed control designs. In addition, we designed kirigami-based soft wheels for adaptive locomotion. The robot can move against flows of various substances within pipes featuring complex geometries and diverse materials. Solely powered by flow, the robot can transport cylindrical payloads with a diameter of up to 55% of the pipe’s diameter and carry devices such as an endoscopic camera for pipeline inspection, a wireless temperature sensor for environmental temperature monitoring, and a leak-stopper shell for infrastructure maintenance.

link (url) DOI [BibTex]


Single-step precision programming of decoupledmultiresponsive soft millirobots
Single-step precision programming of decoupledmultiresponsive soft millirobots

Zheng, Z., Han, J., Shi, Q., Demir, S. O., Jiang, W., Sitti, M.

PNAS, 121, 2024 (article)

Abstract
Stimuli-responsive soft robots offer new capabilities for the fields of medical and rehabilitation robotics, artificial intelligence, and soft electronics. Precisely programming the shape morphing and decoupling the multiresponsiveness of such robots is crucial to enable them with ample degrees of freedom and multifunctionality, while ensuring high fabrication accuracy. However, current designs featuring coupled multiresponsiveness or intricate assembly processes face limitations in executing complex transformations and suffer from a lack of precision. Therefore, we propose a one-stepped strategy to program multistep shape-morphing soft millirobots (MSSMs) in response to decoupled environmental stimuli. Our approach involves employing a multilayered elastomer and laser scanning technology to selectively process the structure of MSSMs, achieving a minimum machining precision of 30 μm. The resulting MSSMs are capable of imitating the shape morphing of plants and hand gestures and resemble kirigami, pop-up, and bistable structures. The decoupled multistimuli responsiveness of the MSSMs allows them to conduct shape morphing during locomotion, perform logic circuit control, and remotely repair circuits in response to humidity, temperature, and magnetic field. This strategy presents a paradigm for the effective design and fabrication of untethered soft miniature robots with physical intelligence, advancing the decoupled multiresponsive materials through modular tailoring of robotic body structures and properties to suit specific applications.

link (url) DOI [BibTex]


Clinical translation of wireless soft robotic medical devices
Clinical translation of wireless soft robotic medical devices

Wang, T., Wu, Y., Yildiz, E., Kanyas, S., Sitti, M.

Nature Reviews Bioengineering, 2024 (article)

Abstract
Small-scale wireless soft robotics can be designed as implantable, interventional or wearable devices for various biomedical applications. Their flexibility, dexterity, adaptability and safe interactions with biological environments make them promising candidates for enabling precise and remote healthcare and disease diagnosis. However, the clinical translation of wireless soft robotic medical devices remains challenging. In this Review, we provide a comprehensive overview of the robotic technologies, the navigation methods, the dexterous functions and the translational challenges of wireless soft robotic medical devices. We first discuss safety and biocompatibility from a biological and technical perspective and then examine navigation methods for overcoming biological barriers for delivery, mobility and retrieval, highlighting dexterous medical functions at small scales. Finally, we identify key product development challenges, as well as the regulatory and ethical considerations that should be addressed to enable the clinical translation of wireless soft robotic medical devices.

DOI [BibTex]


Janus microparticles-based targeted and spatially-controlled piezoelectric neural stimulation via low-intensity focused ultrasound
Janus microparticles-based targeted and spatially-controlled piezoelectric neural stimulation via low-intensity focused ultrasound

Han, M., Yildiz, E., Bozuyuk, U., Aydin, A., Yu, Y., Bhargava, A., Karaz, S., Sitti, M.

Nature Communications, 15(1):2013, 2024 (article)

Abstract
Electrical stimulation is a fundamental tool in studying neural circuits, treating neurological diseases, and advancing regenerative medicine. Injectable, free-standing piezoelectric particle systems have emerged as non-genetic and wireless alternatives for electrode-based tethered stimulation systems. However, achieving cell-specific and high-frequency piezoelectric neural stimulation remains challenging due to high-intensity thresholds, non-specific diffusion, and internalization of particles. Here, we develop cell-sized 20 μm-diameter silica-based piezoelectric magnetic Janus microparticles (PEMPs), enabling clinically-relevant high-frequency neural stimulation of primary neurons under low-intensity focused ultrasound. Owing to its functionally anisotropic design, half of the PEMP acts as a piezoelectric electrode via conjugated barium titanate nanoparticles to induce electrical stimulation, while the nickel-gold nanofilm-coated magnetic half provides spatial and orientational control on neural stimulation via external uniform rotating magnetic fields. Furthermore, surface functionalization with targeting antibodies enables cell-specific binding/targeting and stimulation of dopaminergic neurons. Taking advantage of such functionalities, the PEMP design offers unique features towards wireless neural stimulation for minimally invasive treatment of neurological diseases.

DOI [BibTex]


Roadmap for Clinical Translation of Mobile Microrobotics
Roadmap for Clinical Translation of Mobile Microrobotics

Bozuyuk, U., Wrede, P., Yildiz, E., Sitti, M.

Advanced Materials, 2311462, 2024 (article)

Abstract
Medical microrobotics is an emerging field to revolutionize clinical applications in diagnostics and therapeutics of various diseases. On the other hand, the mobile microrobotics field has important obstacles to pass before clinical translation. This article focuses on these challenges and provides a roadmap of medical microrobots to enable their clinical use. From the concept of a “magic bullet” to the physicochemical interactions of microrobots in complex biological environments in medical applications, there are several translational steps to consider. Clinical translation of mobile microrobots is only possible with a close collaboration between clinical experts and microrobotics researchers to address the technical challenges in microfabrication, safety, and imaging. The clinical application potential can be materialized by designing microrobots that can solve the current main challenges, such as actuation limitations, material stability, and imaging constraints. The strengths and weaknesses of the current progress in the microrobotics field are discussed and a roadmap for their clinical applications in the near future is outlined.

DOI [BibTex]

2023


Magnetically assisted soft milli-tools for occluded lumen morphology detection

Reconfigurable Innervation of Modular Soft Machines via Soft, Sticky, and Instant Electronic Adhesive Interlocking
Reconfigurable Innervation of Modular Soft Machines via Soft, Sticky, and Instant Electronic Adhesive Interlocking

Yoon, J., Byun, J., Park, M., Kim, H., Kim, W., Yoon, J., Cho, K., Hong, Y.

Advanced Intelligent Systems, 5(8), August 2023 (article)

link (url) DOI [BibTex]

link (url) DOI [BibTex]


Liquid Metal Actuators: A Comparative Analysis of Surface Tension Controlled Actuation
Liquid Metal Actuators: A Comparative Analysis of Surface Tension Controlled Actuation

Liao, J., Majidi, C., Sitti, M.

Advanced Materials (Deerfield Beach, Fla.), pages: e2300560-e2300560, June 2023 (article)

DOI [BibTex]

DOI [BibTex]


Programmable self-organization of heterogeneous microrobot collectives
Programmable self-organization of heterogeneous microrobot collectives

Ceron, S., Gardi, G., Petersen, K., Sitti, M.

Proceedings of the National Academy of Sciences, 120(24):e2221913120, June 2023 (article)

DOI [BibTex]

DOI [BibTex]


Avian-Inspired Perching Mechanism for Jumping Robots
Avian-Inspired Perching Mechanism for Jumping Robots

Kim, H., Woodward, M. A., Sitti, M.

Advanced Intelligent Systems, 5(6), June 2023 (article)

link (url) DOI [BibTex]


A Versatile Jellyfish-Like Robotic Platform for Effective Underwater Propulsion and Manipulation
A Versatile Jellyfish-Like Robotic Platform for Effective Underwater Propulsion and Manipulation

Wang, T., Joo, H., Song, S., Hu, W., Keplinger, C., Sitti, M.

Science Advances, 9(15), American Association for the Advancement of Science, April 2023, Tianlu Wang and Hyeong-Joon Joo contributed equally to this work. (article)

Abstract
Underwater devices are critical for environmental applications. However, existing prototypes typically use bulky, noisy actuators and limited configurations. Consequently, they struggle to ensure noise-free and gentle interactions with underwater species when realizing practical functions. Therefore, we developed a jellyfish-like robotic platform enabled by a synergy of electrohydraulic actuators and a hybrid structure of rigid and soft components. Our 16-cm-diameter noise-free prototype could control the fluid flow to propel while manipulating objects to be kept beneath its body without physical contact, thereby enabling safer interactions. Its against-gravity speed was up to 6.1 cm/s, substantially quicker than other examples in literature, while only requiring a low input power of around 100 mW. Moreover, using the platform, we demonstrated contact-based object manipulation, fluidic mixing, shape adaptation, steering, wireless swimming, and cooperation of two to three robots. This study introduces a versatile jellyfish-like robotic platform with a wide range of functions for diverse applications.

YouTube video link (url) DOI [BibTex]

YouTube video link (url) DOI [BibTex]


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Hygroscopic Materials

Guo, S., De Wolf, S., Sitti, M., Serre, C., Tan, S. C.

Advanced Materials, 36(12), Wiley, Weinheim, March 2023 (article)

DOI [BibTex]

DOI [BibTex]


Magnetic guidewire steering at ultrahigh magnetic fields
Magnetic guidewire steering at ultrahigh magnetic fields

Tiryaki, M. E., Elmacıoğlu, Y. G., Sitti, M.

Science Advances, 9(17):eadg6438, 2023 (article)

DOI [BibTex]

DOI [BibTex]


Bioinspired rotary flight of light-driven composite films
Bioinspired rotary flight of light-driven composite films

Wang, D., Chen, Z., Li, M., Hou, Z., Zhan, C., Zheng, Q., Wang, D., Wang, X., Cheng, M., Hu, W., others,

Nature Communications, 14(1):5070, 2023 (article)

DOI [BibTex]

DOI [BibTex]


Bioinspired self-assembled colloidal collectives drifting in three dimensions underwater
Bioinspired self-assembled colloidal collectives drifting in three dimensions underwater

Sun, M., Yang, S., Jiang, J., Jiang, S., Sitti, M., Zhang, L.

Science Advances, 9(45):eadj4201, 2023 (article)

DOI [BibTex]

DOI [BibTex]


Deployable Soft Origami Modular Robotic Arm With Variable Stiffness Using Facet Buckling
Deployable Soft Origami Modular Robotic Arm With Variable Stiffness Using Facet Buckling

Park, M., Kim, W., Yu, S., Cho, J., Kang, W., Byun, J., Jeong, U., Cho, K.

IEEE Robotics and Automation Letters, 8(2):864-871, 2023 (article)

DOI [BibTex]

DOI [BibTex]


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Integrated mechanologics for autonomous soft machines

Pal, A., Byun, J., Ko, J., Sitti, M.

Bulletin of the American Physical Society, 2023 (article)

[BibTex]

[BibTex]


Actuation-enhanced multifunctional sensing and information recognition by magnetic artificial cilia arrays
Actuation-enhanced multifunctional sensing and information recognition by magnetic artificial cilia arrays

Han, J., Dong, X., Yin, Z., Zhang, S., Li, M., Zheng, Z., Ugurlu, M. C., Jiang, W., Liu, H., Sitti, M.

Proceedings of the National Academy of Sciences, 120(42):e2308301120, 2023 (article)

DOI [BibTex]

DOI [BibTex]


A ferroelectric/ferroelastic energy harvester: Load impedance and frequency effects
A ferroelectric/ferroelastic energy harvester: Load impedance and frequency effects

Kang, W., Cain, C., Paynter, R., Huber, J. E.

Energy Conversion and Management, 277, 2023 (article)

link (url) DOI [BibTex]

link (url) DOI [BibTex]


Designing Covalent Organic Framework-based Light-driven Microswimmers towards Intraocular Theranostic Applications
Designing Covalent Organic Framework-based Light-driven Microswimmers towards Intraocular Theranostic Applications

Sridhar, V., Yildiz, E., Rodrı́guez-Camargo, A., Lyu, X., Yao, L., Wrede, P., Aghakhani, A., Akolpoglu, M. B., Podjaski, F., Lotsch, B. V., Sitti, M.

Advanced Materials, 35(25), 2023 (article)

Abstract
While micromachines with tailored functionalities enable therapeutic applications in biological environments, their controlled motion and targeted drug delivery in biological media require sophisticated designs for practical applications. Covalent organic frameworks (COFs), a new generation of crystalline and nanoporous polymers, offer new perspectives for light-driven microswimmers in heterogeneous biological environments including intraocular fluids, thus setting the stage for biomedical applications such as retinal drug delivery. Two different types of COFs, uniformly spherical TABP-PDA-COF sub-micrometer particles and texturally nanoporous, micrometer-sized TpAzo-COF particles are described and compared as light-driven microrobots. They can be used as highly efficient visible-light-driven drug carriers in aqueous ionic and cellular media. Their absorption ranging down to red light enables phototaxis even in deeper and viscous biological media, while the organic nature of COFs ensures their biocompatibility. Their inherently porous structures with ≈2.6 and ≈3.4 nm pores, and large surface areas allow for targeted and efficient drug loading even for insoluble drugs, which can be released on demand. Additionally, indocyanine green (ICG) dye loading in the pores enables photoacoustic imaging, optical coherence tomography, and hyperthermia in operando conditions. This real-time visualization of the drug-loaded COF microswimmers enables unique insights into the action of photoactive porous drug carriers for therapeutic applications.

DOI [BibTex]


Broad-Wavelength Light-Driven High-Speed Hybrid Crystal Actuators Actuated Inside Tissue-Like Phantoms
Broad-Wavelength Light-Driven High-Speed Hybrid Crystal Actuators Actuated Inside Tissue-Like Phantoms

Kim, D. W., Hagiwara, Y., Hasebe, S., Dogan, N. O., Zhang, M., Asahi, T., Koshima, H., Sitti, M.

Advanced Functional Materials, 33(47):2305916, 2023 (article)

DOI [BibTex]

DOI [BibTex]


Bio-inspired rotary flight of light-driven nanocomposite films
Bio-inspired rotary flight of light-driven nanocomposite films

Wang, D., Chen, Z., Li, M., Hou, Z., Zhan, C., Zheng, Q., Wang, D., Wang, X., Cheng, M., Hu, W., Sitti, M., others,

2023 (article)

DOI [BibTex]

DOI [BibTex]


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Microfibers with mushroom-shaped tips for optimal adhesion

Sitti, M., Aksak, B.

2023, US Patent 11,613,674 (patent)

[BibTex]

[BibTex]