Jie Zhang’s research while affiliated with Shanghai Jiao Tong University and other places

What is this page?


This page lists works of an author who doesn't have a ResearchGate profile or hasn't added the works to their profile yet. It is automatically generated from public (personal) data to further our legitimate goal of comprehensive and accurate scientific recordkeeping. If you are this author and want this page removed, please let us know.

Publications (23)


Overview of the tendon-actuated prosthetic hand system setup and neurmorphic modeling of neuromuscular reflex unit. (A) Schematic diagram of biorealistic control. Two linear servo force motors generated forces to drive a finger. Motor cable lengths (Lcable) were converted to muscle fascicle lengths (Lce), along with alpha motor commands and Ia afferents to calculate target muscle forces exerted by antagonistic neuromorphic reflex units, each unit including six motor neuron pools, a muscle model, and a spindle model. (B) Schematic diagram of the single neuromorphic reflex unit. Each element was stimulated as a spring with varying stiffness, and the model length was determined from the motor cable length.
Overview of precision grasp task setup. (A) An amputee subject (A1) wearing a prosthetic hand during the glass box task. (B) Experimental scene in box and block task, where subjects were required to grasp and transfer as many wooden blocks from left side to right side within 1 min. (C) Experimental scene in glass box task. (D) Experimental scene in potato chips task.
Results of fingertip force regulation and muscle stiffness adaptation. (A) Muscle and fingertip force under a pair of constant alpha commands with signal-related noise. (B) The linear relation between standard deviation of fingertip force and mean fingertip force. (C) The linear relation between alpha motor commands, and the stiffness of muscle and grasped spring.
Results in the BBT for individual subjects and the overall group under biorealistic and proportional control approaches. (A), (B) The number of successfully transferred and dropped blocks. Each subject had 10 data points (n = 10 trials). The overall group consisted of the median values of 7 subjects across 10 trials (n = 7 subjects). (C) Representative grip force profiles from an amputee (A1) during all successful transfers, bc and pc represented the number of successful transfers under two control approaches respectively. Dark lines represented the average values and light shadow area represented mean ± standard deviation. (D), (E) Success rate and drop rate. (F) Plateau force during all successful transfers for each subject and the overall group under two control approaches. Each point for a subject represented the plateau force applied during each successful transfer. The median values in the overall group were derived from the data of 7 subjects across their all successful transfers.
Results in the GBT for individual subjects and the overall group under biorealistic and proportional control approaches. (A)–(C) The number of successfully transferred, broken, and dropped glass boxes. Each subject had 10 data points (n = 10 trials). The overall group consisted of the median values of 7 subjects across 10 trials (n = 7 subjects). (D)–(F) Success, break, and drop rates. (G)–(I) Plateau force during all successful transfers, breaks, and drops for each subject and the overall group under two control approaches. Each point for a subject represented the plateau force applied during each successful transfer, break, and drop. For the overall group, the median values were derived from the data of 7 subjects across their all successful transfers, breaks, and drops.

+3

Neuromorphic compliant control facilitates human-prosthetic performance for hand grasp functions
  • Article
  • Full-text available

February 2025

·

17 Reads

·

·

Jie Zhang

·

[...]

·

Current bionic hands lack the ability of fine force manipulation for grasping fragile objects due to missing human neuromuscular compliance in control. This incompatibility between prosthetic devices and the sensorimotor system has resulted in a high abandonment rate of hand prostheses. To tackle this challenge, we employed a neuromorphic modeling approach, biorealistic control, to regain human-like grasping ability. The biorealistic control restored muscle force regulation and stiffness adaptation using neuromorphic modeling of the neuromuscular reflex units, which was capable of real-time computing of model outputs. We evaluated the dexterity of the biorealistic control with a set of delicate grasp tasks that simulated varying challenging scenarios of grasping fragile objects in daily activities of life, including the box and block task, the glass box task, and the potato chip task. The performance of the biorealistic control was compared with that of proportional control. Results indicated that the biorealistic control with the compliance of the neuromuscular reflex units significantly outperformed the proportional control with more efficient grip forces, higher success rates, fewer break and drop rates. Post-task survey questionnaires revealed that the biorealistic control reduced subjective burdens of task difficulty and improved subjective confidence in control performance significantly. The outcome of the evaluation confirmed that the biorealistic control could achieve superior abilities in fine, accurate, and efficient grasp control for prosthetic users.

Download

Neuromorphic compliant control facilitates human-prosthetic performance for hand grasp functions

January 2025

·

2 Reads

Current bionic hands lack the ability of fine force manipulation for grasping fragile objects due to missing human neuromuscular compliance in control. This incompatibility between prosthetic devices and the sensorimotor system has resulted in a high abandonment rate of hand prostheses. To tackle this challenge, we employed a neuromorphic modeling approach, biorealistic control, to regain human-like grasping ability. The biorealistic control restored muscle force regulation and stiffness adaptation using neuromorphic modeling of the neuromuscular reflex units, which was capable of real-time computing of model outputs. We evaluated the dexterity of the biorealistic control with a set of delicate grasp tasks that simulated varying challenging scenarios of grasping fragile objects in daily activities of life, including the Box and Block Task, the Glass Box Task, and the Potato Chip Task. The performance of the biorealistic control was compared with that of proportional control. Results indicated that the biorealistic control with the compliance of the neuromuscular reflex units significantly outperformed the proportional control with more efficient grip forces, higher success rates, fewer break and drop rates. Post-task survey questionnaires revealed that the biorealistic control reduced subjective burdens of task difficulty and improved subjective confidence in control performance significantly. The outcome of the evaluation confirmed that the biorealistic control could achieve superior abilities in fine, accurate, and efficient grasp control for prosthetic users.


Figure 2. Slip sensor structure and signal processing. (A) Slip sensor structure diagram and human fingerprint. (B) Slip sensor with integrated circuit and signal processing diagram. CDC and ADC are short for capacitance-to-digital converter and analog-to-digital converter, respectively. (C) Slip signal filtering process.
Figure 5. Reflex response in neuromorphic short-latency reflex. (A) Reflex response with a minimum input current of 3.9 mA from the sensory neuron (SN) to the interneuron (IN). The input current, membrane potential, and postsynaptic current generated by the synapse model and filter of the SN and IN are displayed sequentially (a-e). (B) Reflex response with input currents of 7.0 mA. The meaning of (a-e) are same with (A). (C) Reflex response with input currents of 15.0 mA. The meaning of (a-e) are same with (A).
Figure 6. Results of the psychophysical perception test. (A) Slip sensor's true positive, true negative, false positive, and false negative sensing rates. (B-D) Probability of perceiving slip events and fitted psychophysical curves for seven subjects at three grip force levels (ext = 0.1, flx = 0.3, 0.5, 0.8); red dots indicate points of subjective equality (PSE) of load force, where the probability of perceiving a slip event was 50%. (E) PSE for perceiving slip events at three grip force levels for all subjects. (F) Friction coefficient fitted from the PSE of load forces and three grip force levels for individual subjects and the subjects overall.
Median and IQR for average performance of seven subjects in three control conditions.
Biomimetic Strategies of Slip Sensing, Perception, and Protection in Prosthetic Hand Grasp

December 2024

·

32 Reads

This study develops biomimetic strategies for slip prevention in prosthetic hand grasps. The biomimetic system is driven by a novel slip sensor, followed by slip perception and preventive control. Here, we show that biologically inspired sensorimotor pathways can be restored between the prosthetic hand and users. A Ruffini endings-like slip sensor is used to detect shear forces and identify slip events directly. The slip information and grip force are encoded into a bi-state sensory coding that evokes vibration and buzz tactile sensations in subjects with transcutaneous electrical nerve stimulation (TENS). Subjects perceive slip events under various conditions based on the vibration sensation and voluntarily adjust grip force to prevent further slipping. Additionally, short-latency compensation for grip force is also implemented using a neuromorphic reflex pathway. The reflex loop includes a sensory neuron and interneurons to adjust the activations of antagonistic muscles reciprocally. The slip prevention system is tested in five able-bodied subjects and two transradial amputees with and without reflex compensation. A psychophysical test for perception reveals that the slip can be detected effectively, with a success accuracy of 96.57%. A slip protection test indicates that reflex compensation yields faster grasp adjustments than voluntary action, with a median response time of 0.30 (0.08) s, a rise time of 0.26 (0.03) s, an execution time of 0.56 (0.07) s, and a slip distance of 0.39 (0.10) cm. Prosthetic grip force is highly correlated to that of an intact hand, with a correlation coefficient of 96.85% (2.73%). These results demonstrate that it is feasible to reconstruct slip biomimetic sensorimotor pathways that provide grasp stability for prosthetic users.



Fig. 3. Motor performance in the force tracking task. Generated grasping forces of 20 trials (mean ± std) by S1 under B_VT condition (A), B_V condition (B) and H_VT condition (C) in the force tracking task. (D). The comparison of RMSE across all subjects under B_VT, B_V and H_VT conditions. (E). The comparison of RMSE under B_VT and B_V conditions. (F). The comparison of force correlation across all subjects under B_VT, B_V and H_VT conditions. (G). The comparison of force correlation under B_VT and B_V conditions. The statistical difference is presented by '*' (p<0.05), '**' (p<0.01) or '***' (p<0.001).
Fig. 4. Generated grasping forces of 20 trials (mean ± std) by S1 under B_VT condition (A), B_V condition (B), H_VT condition (C), B_T condition (D) and B_N condition (E) in the force holding task.
Fig. 5. The RMSE between grasping force and target force in the force holding task. (A). The comparison of RMSE across all subjects under B_VT, B_V, B_T, B_N and H_VT conditions (B). The comparison of RMSE across all subjects under conditions with biorealistic control, including B_VT, B_V, B_T and B_N conditions. (C). The comparison of RMSE for individual subjects under conditions with biorealistic control, including B_VT, B_V, B_T and B_N conditions. The statistical difference is presented by '*' (p<0.05), '**' (p<0.01) or '***' (p<0.001).
Closed-Loop Force Control by Biorealistic Hand Prosthesis With Visual and Tactile Sensory Feedback

August 2024

·

75 Reads

IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society

The ability of a novel biorealistic hand prosthesis for grasp force control reveals improved neural compatibility between the human-prosthetic interaction. The primary purpose here was to validate a virtual training platform for amputee subjects and evaluate the respective roles of visual and tactile information in fundamental force control tasks. We developed a digital twin of tendon-driven prosthetic hand in the MuJoCo environment. Biorealistic controllers emulated a pair of antagonistic muscles controlling the index finger of the virtual hand by surface electromyographic (sEMG) signals from amputees’ residual forearm muscles. Grasp force information was transmitted to amputees through evoked tactile sensation (ETS) feedback. Six forearm amputees participated in force tracking and holding tasks under different feedback conditions or using their intact hands. Test results showed that visual feedback played a predominant role than ETS feedback in force tracking and holding tasks. However, in the absence of visual feedback during the force holding task, ETS feedback significantly enhanced motor performance compared to feedforward control alone. Thus, ETS feedback still supplied reliable sensory information to facilitate amputee’s ability of stable grasp force control. The effects of tactile and visual feedback on force control were subject-specific when both types of feedback were provided simultaneously. Amputees were able to integrate visual and tactile information to the biorealistic controllers and achieve a good sensorimotor performance in grasp force regulation. The virtual platform may provide a training paradigm for amputees to adapt the biorealistic hand controller and ETS feedback optimally.


Fig. 2. Basic length identification task. (A) Four objects with different lengths and same size used in this task and their labels. (B) The pattern of contact pressure of five fingers from all subjects when grasping objects of four different lengths. (C) and (D) show the accuracy and response time of six amputee subjects and overall performance for all subjects. '#' identifies the level that is above the chance level (p<0.05).
Fig. 3. Basic compliance identification task. (A) Foam (soft), plastic (medium) and wood (hard) blocks with different compliance levels and same size used in this task. (B) The diagram of contact pressure information (mean ± std) of thumb and index fingers for three objects during grasping of S1. (C) and (D) show the identification accuracy and response time for four individual subjects and all subjects. The gray dashed line indicates the chance level. '#' identifies the level that is significantly higher than the chance level (p<0.05).
Somatotopically Evoked Tactile Sensation via Transcutaneous Electrical Nerve Stimulation Improves Prosthetic Sensorimotor Performance

July 2024

·

103 Reads

·

2 Citations

IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society

Sensory feedback provides critical interactive information for the effective use of hand prostheses. Non-invasive neural interfaces allow convenient access to the sensory system, but they communicate a limited amount of sensory information. This study examined a novel approach that leverages a direct and natural sensory afferent pathway, and enables an evoked tactile sensation (ETS) of multiple digits in the projected finger map (PFM) of participants with forearm amputation non-invasively. A bidirectional prosthetic interface was constructed by integrating the non-invasive ETS-based feedback system into a commercial prosthetic hand. The pressure information of five fingers was encoded linearly by the pulse width modulation range of the buzz sensation. We showed that simultaneous perception of multiple digits allowed participants with forearm amputation to identify object length and compliance by using information about contact patterns and force intensity. The ETS enhanced the grasp-and-transport performance of participants with and without prior experience of prosthetic use. The functional test of transport-and-identification further revealed improved execution in classifying object size and compliance using ETS-based feedback. Results demonstrated that the ETS is capable of communicating somatotopically compatible information to participants efficiently, and improves sensory discrimination and closed-loop prosthetic control. This non-invasive sensory interface may establish a viable way to restore sensory ability for prosthetic users who experience the phenomenon of PFM.


Thermoregulatory pathway underlying the pyrogenic effects of prostaglandin E2 in the lateral parabrachial nucleus of male rats

May 2024

·

6 Reads

·

1 Citation

Acta Pharmacologica Sinica

It has been shown that prostaglandin (PG) E2 synthesized in the lateral parabrachial nucleus (LPBN) is involved in lipopolysaccharide-induced fever. But the neural mechanisms of how intra-LPBN PGE2 induces fever remain unclear. In this study, we investigated whether the LPBN-preoptic area (POA) pathway, the thermoafferent pathway for feed-forward thermoregulatory responses, mediates fever induced by intra-LPBN PGE2 in male rats. The core temperature (Tcore) was monitored using a temperature radiotelemetry transponder implanted in rat abdomen. We showed that microinjection of PGE2 (0.28 nmol) into the LPBN significantly enhanced the density of c-Fos-positive neurons in the median preoptic area (MnPO). The chemical lesioning of MnPO with ibotenate or selective genetic lesioning or inhibition of the LPBN-MnPO pathway significantly attenuated fever induced by intra-LPBN injection of PGE2. We demonstrated that EP3 receptor was a pivotal receptor for PGE2-induced fever, since microinjection of EP3 receptor agonist sulprostone (0.2 nmol) or EP3 receptor antagonist L-798106 (2 nmol) into the LPBN mimicked or weakened the pyrogenic action of LPBN PGE2, respectively, but this was not the case for EP4 and EP1 receptors. Whole-cell recording from acute LPBN slices revealed that the majority of MnPO-projecting neurons originating from the external lateral (el) and dorsal (d) LPBN were excited and inhibited, respectively, by PGE2 perfusion, initiating heat-gain and heat-loss mechanisms. The amplitude but not the frequency of spontaneous and miniature glutamatergic excitatory postsynaptic currents (sEPSCs and mEPSCs) in MnPO-projecting LPBel neurons increased after perfusion with PGE2; whereas the frequency and amplitude of spontaneous inhibitory postsynaptic currents (sIPSCs) and the A-type potassium (IA) current density did not change. In MnPO-projecting LPBd neurons, neither sEPSCs nor sIPSCs responded to PGE2; however, the IA current density was significantly increased by PGE2 perfusion. These electrophysiological responses and the thermoeffector reactions to intra-LPBN PGE2 injection, including increased brown adipose tissue thermogenesis, shivering, and decreased heat dissipation, were all abolished by L-798106, and mimicked by sulprostone. These results suggest that the pyrogenic effects of intra-LPBN PGE2 are mediated by both the inhibition of the LPBd-POA pathway through the EP3 receptor-mediated activation of IA currents and the activation of the LPBel-POA pathway through the selective enhancement of glutamatergic synaptic transmission via EP3 receptors.


FIGURE Identification of object length and size. (A) Eight wooden blocks with four diierent lengths and two diierent sizes in this experiment session. (B) The overall contact force of five fingers and hand aperture information when grasping diierent objects by all subjects. (C) Performance during the task with ETS feedback and substitute aperture feedback on the upper-arm for SS and SS in the form of a confusion matrix (left) and boxplot identifying size/length (right). "#" identifies the level that is statistically diierent with the chance level. (D) Response time to identify each object in single size identification with ETS feedback (ETSF), single length identification with substitute aperture feedback on upper-arm (SF-upper), and the combined size and length identification task. "***"p < .....
Fusion of dual modalities of non-invasive sensory feedback for object profiling with prosthetic hands

December 2023

·

51 Reads

·

1 Citation

Frontiers in Neurorobotics

Introduction Either non-invasive somatotopic or substitute sensory feedback is capable of conveying a single modality of sensory information from prosthetic hands to amputees. However, the neurocognitive ability of amputees to integrate multi-modality sensory information for functional discrimination is unclear. The purpose of this study was to assess the fusion of non-invasive somatotopic tactile and substitute aperture feedbacks for profile perception of multiple physical features during grasping objects. Methods Two left transradial amputees with somatotopic evoked tactile sensation (ETS) of five fingers participated in the study. The tactile information of prosthetic hand was provided to amputees by the ETS feedback elicited on the stump projected finger map. Hand aperture information was conveyed to amputees with substitute electrotactile stimulation on the forearm or upper arm. Two types of sensory feedback were integrated to a commercial prosthetic hand. The efficacy of somatotopic ETS feedback on object length identification task was assessed with or without substitute aperture stimulation. The object size identification task was utilized to assess how ETS stimulation at the stump may affect aperture perception with stimulation on the ipsilateral upper arm or forearm. Finally, the task of identifying combined length and size was conducted to evaluate the ability of amputees to integrate the dual modalities of sensory feedback for perceiving profile features. Results The study revealed that amputee subjects can effectively integrate the ETS feedback with electrotactile substitutive feedback for object profile discrimination. Specifically, ETS was robust to provide object length information with electrotactile stimulation at either the forearm or upper arm. However, electrotactile stimulation at the upper arm for aperture perception was less susceptible to the interference of ETS stimulation than at the forearm. Discussion Amputee subjects are able to combine somatotopic ETS and aperture feedbacks for identifying multi-dimensional features in object profiling. The two sensory streams of information can be fused effectively without mutual interference for functional discrimination.



Sustained remission of type 2 diabetes in rodents by centrally administered fibroblast growth factor 4

May 2023

·

175 Reads

·

13 Citations

Cell Metabolism

Type 2 diabetes (T2D) is a major health and economic burden worldwide. Despite the availability of multiple drugs for short-term management, sustained remission of T2D is currently not achievable pharmacologically. Intracerebroventricular administration of fibroblast growth factor 1 (icvFGF1) induces sustained remission in T2D rodents, propelling intense research efforts to understand its mechanism of action. Whether other FGFs possess similar therapeutic benefits is currently unknown. Here, we show that icvFGF4 also elicits a sustained antidiabetic effect in both male db/db mice and diet-induced obese mice by activating FGF receptor 1 (FGFR1) expressed in glucose-sensing neurons within the mediobasal hypothalamus. Specifically, FGF4 excites glucose-excited (GE) neurons while inhibiting glucose-inhibited (GI) neurons. Moreover, icvFGF4 restores the percentage of GI neurons in db/db mice. Importantly, intranasal delivery of FGF4 alleviates hyperglycemia in db/db mice, paving the way for non-invasive therapy. We conclude that icvFGF4 holds significant therapeutic potential for achieving sustained remission of T2D.


Citations (13)


... In non-invasive sensory feedback, transcutaneous electrical nerve stimulation (TENS) applied to the projected finger map areas in amputees can evoke natural finger sensations, which are called evoked tactile sensations. These somatotopically evoke tactile sensations, enabling amputees to regain the ability to recognize the physical properties and grip force of objects [25][26][27]. This sensory feedback strategy provides a promising natural approach for restoring slip sensory pathways in amputees. ...

Reference:

Biomimetic Strategies of Slip Sensing, Perception, and Protection in Prosthetic Hand Grasp
Somatotopically Evoked Tactile Sensation via Transcutaneous Electrical Nerve Stimulation Improves Prosthetic Sensorimotor Performance

IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society

... In a paper from the laboratory of Jie Zhang, Chengdu, China [43], it was shown that microinjection of a cyclooxygenase inhibitor into the lateral parabrachial nucleus of rats attenuated LPS-induced fever, and that direct PGE 2 administration into this nucleus resulted in elevated body temperature. In a subsequent follow-up study [44], some of the same authors demonstrated that PGE 2 activated MnPO projecting neurons in the external lateral parabrachial subnucleus while at the same time inhibiting MnPO projecting neurons in the dorsal lateral subnucleus. They further showed that selective genetic lesioning or inhibition of the pathway from the parabrachial nucleus to the MnPO attenuated the increased body temperature induced by local injection of PGE 2 into the parabrachial nucleus, and that microinjection of an EP 3 receptor agonist mimicked the pyrogenic action of the PGE 2 , whereas microinjection of an EP 3 receptor antagonist attenuated the PGE 2 elicited response. ...

Thermoregulatory pathway underlying the pyrogenic effects of prostaglandin E2 in the lateral parabrachial nucleus of male rats

Acta Pharmacologica Sinica

... Diabetic wounds rank among the most prevalent complications associated with diabetes, causing severe pain and high mortality in patients [1][2][3]. Growth factor-based treatment strategies have shown effective therapeutic effects for diabetic wounds, mainly relying on the capability to regulate cellular proliferation, stimulate angiogenesis, and repair tissues [4][5][6][7]. These growth factors include platelet-derived growth factor (PDGF), fibroblast growth factor-7 (FGF-7), vascular endothelial growth factor (VEGF), etc. ...

Sustained remission of type 2 diabetes in rodents by centrally administered fibroblast growth factor 4
  • Citing Article
  • May 2023

Cell Metabolism

... Physiological studies show that neuromuscular reflex units regulate muscle force and stiffness to achieve compliance control in intact hands [23][24][25]. We hypothesize that a biorealistic control approach that restores the neuromuscular reflex units in the prosthetic hand could enhance the neural compatibility between the prosthetic hand and the remaining neuromotor system of amputees, thus improving human-prosthetic performance [26,27]. In previous studies, we used fast computational neuromorphic technology to design a prosthetic hand actuated by a single flexor muscle model. ...

Biorealistic hand prosthesis with compliance control and noninvasive somatotopic sensory feedback

... RNA sequencing (RNA-seq) assays were used to identify the gene expression characteristics of neurons in mPOA reshaped by HA ( Figure 2B). Previous research suggested that thermosensitive neurons could be marked by Pdyn, Bdnf, Cck, Adcyap1, Tac1, Sst, Gal and Gad1, as well as the thermosensitive channel proteins such as Trpv1, Trpv2, and Trpm2 [27,27,[46][47][48][49][50][51]. Our gene ontology (GO) analysis demonstrated that in the HA group, the upregulated genes were primarily involved in ion transport ( Figure S2A). ...

Hypothalamic warm-sensitive neurons require TRPC4 channel for detecting internal warmth and regulating body temperature in mice Hypothalamic warm-sensitive neurons require TRPC4 channel for detecting internal warmth and regulating body temperature in mice
  • Citing Article
  • January 2023

Neuron

... Subsequently, we developed a prosthetic hand with a pair of antagonistic neuromuscular reflex units in the MuJoCo virtual platform. Fundamental tests demonstrated that antagonistic regulation could achieve stiffness self-adaptation to match the stiffness of external objects [30,31]. Results also elucidated the mechanism of compliant adaptation via the non-linear muscle length-force relation. ...

A Biorealistic Computational Model Unfolds Human-Like Compliant Properties for Control of Hand Prosthesis

IEEE Open Journal of Engineering in Medicine and Biology

... However, results of these techniques are much more limited, controlling fewer DOFs [34][35][36] and rendering a low number of modalities of feedback to fewer feedback sites [37][38][39][40] . Existing works exploring CLCC using noninvasive technology have presented up to two controlled DOFs and a single modality of feedback [41][42][43] , or even just a single finger 44,45 . Furthermore, studies investigating tactile feedback within CLCC 40,42 are limited in their application to currently used prostheses by the wider population, where tactile sensors are not commonplace and sensing is limited to only proprioceptive information. ...

Non-Invasive Stable Sensory Feedback for Closed-Loop Control of Hand Prosthesis

... Motor intent has been decoded from M1 population activity recoded using microelectrode arrays in nonhuman primates (Capogrosso et al 2016), or electrocorticography grids in human participants (Lorach et al 2023) and used to control EES of the spinal cord to restore motor function in nona human participant with incomplete spinal cord injury. Finally, several studies have demonstrated the utility of closed-loop sensory feedback in improving dexterity and balance in upper-limb (Micera et al 2009, Zhang et al 2015, Schiefer et al 2016, Schiefer et al 2018, Chai et al 2022, Nanivadekar et al 2022, Zhang et al 2022 and lower-limb (Charkhkar et al 2020, Nanivadekar et al 2023) prosthetic users, respectively. In all of these applications, a control signal is measured, a real-time controller is applied to titrate appropriate stimulation for the current conditions, and the stimulus is subsequently applied. ...

Evaluation of multiple perceptual qualities of transcutaneous electrical nerve stimulation for evoked tactile sensation in forearm amputees

... In the control loop of the virtual prosthesis system, two sEMG electrodes were attached at the residual FCU muscle and ECU muscle on the amputee's stump. The signal processing module collected raw sEMG signals by sEMG electrodes, removed stimulated artifacts from TENS in real time by hardware blanking and software filtering [40]. The filtered sEMG signal was imported to the biorealistic controller as an excitatory postsynaptic current, which was superimposed with a Gaussian noise and distributed to several motoneuron pools following Henneman's size principle [41]. ...

Development of Myoelectric Control Module for Prosthetic Hand with Artifact Removal during Sensory Electrical Stimulation
  • Citing Conference Paper
  • January 2022

... The emerging humanlike properties of a biorealistic prosthetic hand are further unfolded in a simulation study [235,236]. A virtual twin of the biorealistic prosthetic hand has been developed in the Multi-Joint dynamics with Contact (MuJoCo) virtual environment to explain the origin of humanlike compliance and excellent maneuverability of hand stiffness. ...

An Integrated Virtual Hand Platform for Evaluation of Model-Based Control of Hand Prosthesis