对算术优化算法进行全面的调查
Krishna Gopal Dhal1, Buddhadev Sasmal1, Arunita Das1
1Department of Computer Science and Application, Midnapore College (Autonomous), Paschim Medinipur, Midnapore, West Bengal India.
概括
数学优化算法 (AOA) 是一种以自然为灵感的新方法,利用数学运算符进行高级优化. 本调查详细介绍了AOA,其变化以及在各个领域的应用.
科学领域:
- 计算智能是一种计算智能.
- 优化算法 优化算法
- 大自然启发的计算
背景情况:
- 数学优化算法 (AOA) 是最近的一种基于人口的自然灵感优化算法 (NIOA).
- AOA的灵感来源于算术运算符的分布,将其归类为一种数学灵感的优化算法 (MIOA).
- MIOA是NIOA的一个强大的子集,AOA是一个著名的成员.
研究的目的:
- 提供对算术优化算法 (AOA) 的全面和最新调查.
- 探索AOA的各种修改和增强 (变体).
- 记录AOA已经成功实施的各种应用程序.
主要方法:
- 对AOA及其相关作品的文献综述.
- 对AOA变体的分类和分析.
- 汇编和总结不同领域的AOA应用程序.
主要成果:
- 自2021年初公布以来,AOA已经获得了显著的认可.
- 该算法在各种优化问题中表现出卓越的有效性.
- 已经出现了各种各样的AOA变体和应用.
结论:
- AOA是一个熟练而有效的,以数学为灵感的优化算法.
- 目前正在进行的AOA变体和应用的研究突显了其潜力.
- 这项调查对于对AOA感兴趣的研究人员来说是一个有价值的资源.
相关概念视频
Arithmetic Mean
14.7K
The arithmetic mean is the most commonly used measure of the central tendency of a data set. It is defined as the sum of all the elements constituting the data set, divided by the total number of elements. It is sometimes loosely referred to as the “average.”
When all the values in a data set are not unique, the sum in the numerator can be calculated by multiplying each distinct value by its frequency.
Sometimes, the arithmetic mean of a sample can be affected by a few data points...
When all the values in a data set are not unique, the sum in the numerator can be calculated by multiplying each distinct value by its frequency.
Sometimes, the arithmetic mean of a sample can be affected by a few data points...
14.7K
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
88
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
88
Theorems of Pappus and Guldinus: Problem Solving
772
Pappus and Guldinus's theorems are powerful mathematical principles that are used for finding the surface area and volume of composite shapes. For example, consider a cylindrical storage tank with a conical top. Finding the surface area or volume can be challenging for such complex shapes. These theorems are particularly useful in calculating the volume and surface area of such systems. Here, the cylindrical storage tank with a conical top can be broken down into two simple shapes: a...
772
Trial and Error and Algorithm
154
A problem-solving strategy is a plan of action used to find a solution. Different strategies have distinct action plans. Trial and error involves trying different solutions until one works. For instance, to fix a broken printer, you might check ink levels, ensure the paper tray isn't jammed, and verify the printer's connection to your laptop. This method can be time-consuming but is commonly used. Thomas Edison, for example, used trial and error to find a suitable filament for the light...
154
Sieve Analysis and Grading Curves
434
Sieve analysis is a method used to determine the particle size distribution of aggregate materials. This process involves the following steps:
434
Machines: Problem Solving I
363
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
363


