Fitness running movement plan generating method based on ant colony optimization algorithm
A technology of ant colony optimization algorithm and motion plan, which is applied in the direction of calculation, calculation model, artificial life, etc., and can solve problems such as lack of
Active Publication Date: 2019-12-27
福建宜美智能科技有限公司
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However, there is still a lack of personalized exercise and fitness guidance programs that fully consider the physical function characteristics of athletes
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[0045] The present invention will be further described in detail below in conjunction with the drawings and specific embodiments.
[0046] The present invention provides a method for generating a fitness running exercise program based on an ant colony optimization algorithm. Firstly, the exercise program solution space Ω is defined as the time sequence shown in formula (1):
[0047] Ω={X|X= } (1)
[0048] In the formula, V(t) and A(t) respectively represent the speed and slope of the t-th period, and l is the total number of periods, combined with the characteristics of the speed and slope provided by the existing treadmill, the value of the speed is from the interval [V min ,V max ] Take, belong to continuous variable, the value of slope from the set {A 1 ,A 2 ,...,A n } Is taken inside, which is a discrete variable.
[0049] The safe and effective heart rate interval for fitness running is defined as formula (2):
[0050] Safe and effective heart rate interval = [0.64HR max ,0.74HR...
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The invention relates to a fitness running movement plan generating method based on an ant colony optimization algorithm. The method comprises the steps that 1 each parameter in the ant colony optimization algorithm is determined, and each variable is initialized; 2 k solutions are randomly generated to acquire an initial solution memory table; 3 the fitness value of each solution in the solutionmemory table is calculated, and sorting is carried out according to the fitness value; 4 when the evolution algebra is not greater than the maximum evolution algebra, going to step 5 is carried out, and otherwise going to step 8 is carried out; 5 the weight of each solution is calculated, and roulette sampling is carried out to acquire m benchmark solutions; 6 an update strategy is used to updateeach acquired benchmark solution; 7 the worst m solutions in the solution memory table is deleted; the best k remaining solutions are sorted according to the fitness from small to large; then the next-generation evolution algebra is taken, and returning to step 4 to continue iteration is carried out; 8 the first solution in the solution memory table is output as the optimal solution. The method isconducive to generating a safe, effective and personalized fitness running movement plan.
Description
Technical field [0001] The invention relates to the technical field of fitness running exercise program generation, in particular to a fitness running exercise program generation method based on an ant colony optimization algorithm. Background technique [0002] Exercise on an indoor treadmill is not affected by the seasonal weather and is simple and efficient, and has become an important fitness method. Most treadmills on the market currently provide some optional exercise programs constructed using domain knowledge to provide some guidance for exercisers during exercise. However, there is still a lack of personalized exercise and fitness guidance programs that fully consider the physical features of the athletes. How to effectively improve the fitness effect of exercisers on treadmills under the premise of ensuring exercise safety has become an important research topic. Summary of the invention [0003] The purpose of the present invention is to provide a method for generating...
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IPC IPC(8): G16H20/30G06N3/00
CPCG16H20/30G06N3/006
Inventor 游琪妍蔡云鹏倪友聪张韬磊陈硕杜欣
Owner 福建宜美智能科技有限公司