蚁群系统(Ant System(AS)或Ant Colony System(ACS))是由意大利学者Dorigo、Maniezzo等人于20世纪90年代首先提出来的。他们在研究蚂蚁觅食的过程中,发现蚁群整体会体现一些智能的行为,例如蚁群可以在不同的环境下,寻找最短到达食物源的路径。 后经进一步研究发现,这是因为蚂蚁会在其经过的路径上释放一种可以称之为“...
什么是蚁群算法? 蚁群系统(Ant System(AS)或Ant Colony System(ACS))是由意大利学者Dorigo、Maniezzo等人于20世纪90年代首先提出来的。他们在研究蚂蚁觅食的过程中,发现蚁群整体会体现一些智能的行为,例如蚁群可以在不同的环境下,寻找最短到达食物源的路径。 后经进一步研究发现,这是因为蚂蚁会在其经过的路径上释放...
Experiment results show that the proposed ACA-BP scheme is more efficient and effective than the BP algorithm.doi:10.1080/10916466.2010.497790R. NasimiR. IraniB. MoradiPetroleum Science and TechnologyNasimi, R.; Irani, R.; Moradi, B. An Improved Ant Colony Algorithm-Based ANN for Bottom Hole...
蚁群算法(Ant Colony Algorithm,ACA)是一种启发式搜索算法,用于解决旅行商问题(TSP)等组合优化问题。它的基本思想是通过模拟蚂蚁在图上的觅食行为来寻找最短路径。 在测试蚁群算法函数时,通常需要关注以下几个方面: 1. 初始化参数:确保蚁群算法的参数设置合理,如蚁群规模、信息素挥发系数、启发式因子等。 2. 种群...
A novel type of Ant Colony Algorithm (ACA) for the globally optimal trajectory planning of Unmanned Aerial Vehicle (UAV) is proposed in this paper. The parallelism and positive feedback of ACA is feasible in UAV trajectory planning under complex environments, but the basic ACA model has the ...
The Ant Colony Approach Algorithm (ACA) is required to identify the optimal combination of adding or cut off feeders with different parameters for the new topology design.A. ZeblahLM2S Laboratory of UTT UniversityE. ChateletLM2S Laboratory of UTT UniversityM. Samrout...
所有代码我已经上传至我的Github,大家可以随意下载。https://github.com/bz51/AntColonyAlgorithm 上面一共有两个问题: aca.html ACA.js 蚁群算法的实现均在aca.js中,你把代码down下来之后直接在浏览器打开aca.html即可查看。欢迎各位star。也欢迎关注我的公众号,我定期分享技术干货的地方～ ...
Ant Colony Algorithm with Dynamic Pheromone (ACA-DP) is a type of Ant Colony Optimization (ACO) algorithm that dynamically adjusts the pheromone levels based on the information gathered during the search process. This approach allows the algorithm to adapt to changes in the problem environment, ...
ACA也存在一些缺陷,如求解速度慢、易陷入局部最优等 不足 [10-11] 。量子蚁群算法(QuantumAntColonyAlgorithm, QACA)则将量子计算和蚁群算法相结合,把量子计算中的 态矢量和量子旋转门引入到蚁群算法中,加快了算法的收 敛速度,算法成功地用于TSP求解、图像着色、函数优化等 ...
Ant colony algorithm (ACA) is a very effective way for traveling salesman problem (TSP) due to the positive feedback and the distributed parallel computing mechanism. But it has many drawbacks, for example, long search time, precocity and stagnation. In order to speed up convergence rate and...