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Investigation of encoding methods of the genetic algorithm for the load identification of composite structures

机译:组合结构载荷识别的遗传算法编码方法研究。

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In this paper, the method combining genetic algorithm and finite element was used in identification of magnitude and location of load for composite structure. Further study on encoding methods of chromosome was conducted. The binary coding method which encodes the node number of load location and magnitude of load is simple and efficient. There is a mapping error in continuous function discretization, and its encoded string length depends on the required identification accuracy. The length of chromosomes should have a moderate scale, otherwise, too long chromosomes will affect the computational efficiency of the algorithm; The hybrid coding method encodes the load location with binary coding method and encodes the magnitude of load with floating-point coding method such that the length of chromosomes are greatly reduced. This method significantly improves the computation efficiency and accuracy, but it is still difficult to achieve the load identification of non-grid node. This paper effectively achieved the identification of load acting on the node and inner points of the element for composite structure by combining the loaded element discriminance method and the floating-point coding method, where the load magnitude and the abscissa, vertical coordinates of load point are encoded in float-coding. Then, the load is allocated to the nodes of element by the equivalent distribution principle.
机译:本文将遗传算法与有限元相结合的方法用于复合结构荷载大小和位置的识别。对染色体的编码方法进行了进一步的研究。对负载位置的节点数量和负载大小进行编码的二进制编码方法既简单又有效。连续函数离散化中存在映射错误,其编码字符串长度取决于所需的标识精度。染色体的长度应具有中等大小,否则,染色体太长会影响算法的计算效率;混合编码方法使用二进制编码方法对负载位置进行编码,并使用浮点编码方法对负载的大小进行编码,从而大大减少了染色体的长度。该方法显着提高了计算效率和准确性,但仍然难以实现非网格节点的负载识别。通过结合载荷元判别法和浮点编码法,有效地识别了作用在复合结构单元的节点和内点上的载荷,其中载荷大小与横坐标,载荷点的垂直坐标为以float编码进行编码。然后,通过等效分配原理将负载分配给元素的节点。

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