Artificial Intelligence‐Based Real‐Time Signal Sample and Analysis of Multiperson Dragon Boat Race in Complex Networks

Abstract

Dragon boat sport is a traditional activity in China. In recent years, dragon boat sport has become more and more popular around the world. In order to face more challenges, it is urgent for athletes to enhance their own strength. Scientific training methods are particularly important for athletes, and accurate training data are the basis to support scientific training. Traditional mathematical statistic methods neither can sample signals accurately nor can they do real-time analysis and feedback the characteristics to each athlete. In this paper, we use the wearable device with a triaxial accelerometer and heart rate sensor builtin to sample the speed signals and heart rate signals of athletes in various stages of men’s 1000m straight race. Based on the complex network theory, we regard the 23 dragon boat athletes in the dragon boat race as 23 nodes so as to establish a network with 23 nodes and reflect the importance of nodes by measuring the impact of node deletion on the results of the race. The neural network multilayer perceptron (MLP) model is used for training to obtain the optimal combined value with speed and heart rate for each race stage. The optimal value will be used in the simulated race as the target value to verify if it can help to improve the training efficiency. Experimental results show that the optimal value obtained by this method has a positive effect on the results of the dragon boat race which is beneficial to sports training and tactics planning.

Analysis Model Design on the Influencing Factors and Countermeasures of China’s International Trade Facing the Belt and Road

“…For directed networks such as the "Belt and Road" trade network, we can introduce the concepts of in-degree and outdegree to expand: in-degree refers to the number of edges pointing from other nodes to this node, and out-degree refers to the number of edges from this node to other nodes. e average degree of all nodes in the network is the average degree of the network (AverageDegree) [18][19][20]. On average, each country in the "Belt and Road" trade network has import trade with 5 other countries and export trade with 5 other countries.…”

Application and Implications of Artificial Intelligence Technology in Basketball Coaching Decision Making

“…With the advancement of artificial intelligence technologies, sports training is gradually benefiting. These technologies allow us to better collect, store, and analyze massive amounts of data and use AI to make predictions and decisions, improving the effectiveness and efficiency of sports training [1][2]. Artificial intelligence has a wide and diverse range of applications in sports training and management.…”