中文摘要：

一个新基因算法基于音乐的表演被介绍。这个算法的新奇是那一个新基因算法，模仿国王寻找完成式的音乐的过程和谐说，它极大地增加它的坚韧性；同时给它的一个新意思，被开发了。联合新基因算法的优点，单一的算法；禁忌搜索，一个混合算法被建议。以便验证混合算法的有效性，它被用于解决被传统的基因算法糟糕解决的一些典型数字功能优化问题。试验性的结果证明混合算法是快的；可靠。

英文摘要：

A new genetic algorithm is presented based on the musical performance. The novelty of this algorithm is that a new genetic algorithm, mimicking the musical process of searching for a perfect state of harmony, which increases the robustness of it greatly and gives a new meaning of it in the meantime, has been developed, Combining the advantages of the new genetic algorithm, simplex algorithm and tabu search, a hybrid algorithm is proposed. In order to verify the effectiveness of the hybrid algorithm, it is applied to solving some typical numerical function optimization problems which are poorly solved by traditional genetic algorithms. The experimental results show that the hybrid algorithm is fast and reliable.