Design of Decision Tree Structure with Improved BPNN Nodes for High-Accuracy Locomotion Mode Recognition Using a Single IMU.

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.

Organic Fertilization Assembles Fungal Communities of Wheat Rhizosphere Soil and Suppresses the Population Growth of Heterodera avenae in the Field.

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.

[Effect of buxu huayu qutan decoction on anti-oxidative capacity in aged patients with stable angina pectoris of coronary heart disease].

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.