RESUMO
In tactile sensing, decoding the journey from afferent tactile signals to efferent motor commands is a significant challenge primarily due to the difficulty in capturing population-level afferent nerve signals during active touch. This study integrates a finite element hand model with a neural dynamic model by using microneurography data to predict neural responses based on contact biomechanics and membrane transduction dynamics. This research focuses specifically on tactile sensation and its direct translation into motor actions. Evaluations of muscle synergy during in -vivo experiments revealed transduction functions linking tactile signals and muscle activation. These functions suggest similar sensorimotor strategies for grasping influenced by object size and weight. The decoded transduction mechanism was validated by restoring human-like sensorimotor performance on a tendon-driven biomimetic hand. This research advances our understanding of translating tactile sensation into motor actions, offering valuable insights into prosthetic design, robotics, and the development of next-generation prosthetics with neuromorphic tactile feedback.
Assuntos
Tato , Humanos , Tato/fisiologia , Mãos/fisiologia , Fenômenos Biomecânicos , Força da Mão/fisiologia , Percepção do Tato/fisiologia , Músculo Esquelético/fisiologia , Retroalimentação Sensorial/fisiologia , Modelos Neurológicos , Robótica , MasculinoRESUMO
Smart wearable robotic system, such as exoskeleton assist device and powered lower limb prostheses can rapidly and accurately realize man-machine interaction through locomotion mode recognition system. However, previous locomotion mode recognition studies usually adopted more sensors for higher accuracy and effective intelligent algorithms to recognize multiple locomotion modes simultaneously. To reduce the burden of sensors on users and recognize more locomotion modes, we design a novel decision tree structure (DTS) based on using an improved backpropagation neural network (IBPNN) as judgment nodes named IBPNN-DTS, after analyzing the experimental locomotion mode data using the original values with a 200-ms time window for a single inertial measurement unit to hierarchically identify nine common locomotion modes (level walking at three kinds of speeds, ramp ascent/descent, stair ascent/descent, Sit, and Stand). In addition, we reduce the number of parameters in the IBPNN for structure optimization and adopted the artificial bee colony (ABC) algorithm to perform global search for initial weight and threshold value to eliminate system uncertainty because randomly generated initial values tend to result in a failure to converge or falling into local optima. Experimental results demonstrate that recognition accuracy of the IBPNN-DTS with ABC optimization (ABC-IBPNN-DTS) was up to 96.71% (97.29% for the IBPNN-DTS). Compared to IBPNN-DTS without optimization, the number of parameters in ABC-IBPNN-DTS shrank by 66% with only a 0.58% reduction in accuracy while the classification model kept high robustness.
Assuntos
Locomoção , Algoritmos , Amputados , Membros Artificiais , Árvores de Decisões , Humanos , CaminhadaRESUMO
Heterodera avenae (cereal cyst nematode, CCN) infects wheat and other cereal crops and causes severe losses in their yield. Research has shown that CCN infestations can be mitigated by organic fertilization in wheat fields, but the mechanisms underlying this phenomenon are still largely unknown. In this study, the relationships among CCN, soil properties, and soil fungal communities with organic fertilizer (OF) or chemical fertilizer (CF) and without fertilizer (CK), were investigated for two years in a wheat field in Henan province, China. Our results showed that the concentrations of soil total N, total P, available P, available K, and organic matter were all promoted by the OF treatment at the jointing stage of wheat, coinciding with the peak in egg hatching and penetration of wheat root by CCNs. Soil total N correlated positively (R2 = 0.759, p < 0.05) with wheat yields but negatively (R2 = 0.663, p < 0.01) with Pf/Pi (index of cyst nematode reproduction), implying the regulated soil property contributes to suppressing CCN in the OF treatment. Furthermore, fungal community α-diversity (Shannon and Simpson) and ß-diversity (PCoA) of rhizosphere soil was improved under the organic fertilizer treatment. The fungal genera negatively associated with the Pf/Pi of CCN were highly enriched, which included Mortierella and Chaetomium, two taxa already reported as being nematophagous fungi in many other studies. These two genera were heavily surrounded by much more related fungal genera in the constructs co-occurrence network. These results suggested that the OF treatment shifted soil fungal community functioning towards the suppression of CCN. Taken together, the suppressed cyst nematode reproduction with the assembly of fungal communities in the rhizosphere led to greater wheat yields under organic fertilization. These findings provide an in-depth understanding of the benefits provided by organic fertilization for developing sustainable agriculture.
RESUMO
OBJECTIVE: To investigate the acting mechanism of Buxu Huayu Qutan Decoction (BHQD) for impacting the anti-oxidative capacity in aged patients with stable angina pectoris of coronary heart disease (AP-CHD). METHODS: Forty patients of AP-CHD, Chinese medicine diagnosed as Xiong-bi, were equally assigned to the treatment group and the control group. Superoxide dismutase (SOD) activity and lipid peroxide (LPO) contents in blood, and mRNA expression of manganese-containing superoxide dismutase (MnSOD) in peripheral mononuclear cells were determined before and after treatment by biochemical and molecular biologic techniques. RESULTS: No significant change of plasma SOD and LPO was found in the control group after treatment (P >0.05), while the plasma SOD activity increased and LPO content lowered in the treatment group significantly (P<0.01). Moreover, mRNA expression of MnSOD in the treatment group after treatment was obviously higher than that in the control group (P <0.01). CONCLUSIONS: The acting mechanism of BHQD for AP-CHD treatment might partially due to its effects in inducing gene expression of MnSOD in mononuclear cells, enhancing SOD activity, decreasing LPO content, maintaining oxidation/antioxidation equilibrium in myocardial cells, blocking the chain reaction of lipid peroxidation, intervening the production and enhancing the scavenging of oxygen free radicals.