改进了基于猫混沌和动态等号因子的火焰算法
Chenhua Xu1, Wenjie Zhang1, Zhicheng Tu1
1School of Automation, Guangdong Polytechnic Normal University, Guangzhou 510665, China.
The Review of scientific instruments
|February 22, 2024
概括
改进的火焰优化 (IMFO) 算法增强了复杂优化问题的种群多样性和搜索平衡. 它在功能优化和工程应用中表现出卓越的精度和稳定性.
科学领域:
- 计算智能是一种计算智能.
- 优化算法 优化算法
- 机器学习 机器学习
背景情况:
- 标准的火焰优化 (MFO) 算法在复杂的优化任务中面临着人口多样性不足和搜索能力不平衡的挑战.
- 解决这些局限性对于提高优化算法的效率和有效性至关重要.
研究的目的:
- 提出一个改进的火焰优化 (IMFO) 算法,以克服传统MFO的缺点.
- 提高MFO在解决复杂的功能优化问题和工程应用中的性能.
主要方法:
- 引入了用于初始种群多样性的猫混沌映射.
- 集成的共弦惯性权重来平衡全球和本地搜索.
- 集成的粒子群优化内存,以实现更快的融合.
- 应用高斯突变策略来防止局部最佳.
主要成果:
- IMFO 显示了显著改善的人口多样性和平衡的搜索能力.
- 对11个基准函数的模拟实验显示,与其他MFO变体和经典算法相比,其准确性和稳定性更高.
- 在工程实例中通过Kernel极端学习机器 (KELM) 优化进行验证,证实了卓越的性能.
结论:
- 拟议的IMFO算法有效地解决了标准MFO的局限性.
- 在优化问题上,IMFO提供了更高的准确性,稳定性和融合速度.
- 该算法显示了对实际工程应用的有希望的潜力,特别是在机器学习模型优化方面.
相关概念视频
Flame Photometry: Overview
589
Flame photometry, also known as flame emission spectrometry, is a technique used for the qualitative and quantitative analysis of elements present in a sample using a flame as the source of excitation energy. The concept of flame photometry was realized in the early 1860s by Kirchhoff and Bunsen, who discovered that specific elements emit characteristic radiation when excited in flames. The first instrument developed for this purpose was used to measure sodium (Na) in plant ash using a Bunsen...
589
Flame Photometry: Lab
246
In a flame photometer, when a solution like potassium chloride is aspirated into the flame, the solvent evaporates, leaving behind dehydrated salt. This salt dissociates into free gaseous atoms in their ground state. Some of these atoms absorb energy from the flame, leading to their excitation. The excited atoms return to the ground state, emitting photons at characteristic wavelengths. Because only electronic transitions are involved, the resulting emission lines are very narrow. The intensity...
246
Hückel's Rule Diagram of π MOs: Frost Circle
4.4K
The Frost circle or the inscribed polygon method is a graphical method for determining the relative energies of π molecular orbitals (MOs) for planar, fully conjugated, and monocyclic compounds. This method was first described by A. A. Frost and Boris Musulin in 1953.
A Frost circle is constructed by drawing a polygon whose number of edges is equal to the number of carbons of the given cyclic system, with one of the vertices pointing down. Then, a circle is drawn enclosing the polygon so...
A Frost circle is constructed by drawing a polygon whose number of edges is equal to the number of carbons of the given cyclic system, with one of the vertices pointing down. Then, a circle is drawn enclosing the polygon so...
4.4K
Combustion Energy: A Measure of Stability in Alkanes and Cycloalkanes
6.3K
The low reactivity in alkanes can be attributed to the non-polar nature of C–C and C–H σ bonds. Alkanes, therefore, were initially termed as “paraffins,” derived from the Latin words: parum, meaning “too little,” and affinis, meaning “affinity.”
Alkanes undergo combustion in the presence of excess oxygen and high-temperature conditions to give carbon dioxide and water. A combustion reaction is the energy source in natural gas, liquified...
Alkanes undergo combustion in the presence of excess oxygen and high-temperature conditions to give carbon dioxide and water. A combustion reaction is the energy source in natural gas, liquified...
6.3K
Cycloaddition Reactions: MO Requirements for Thermal Activation
3.6K
Thermal cycloadditions are reactions where the source of activation energy needed to initiate the reaction is provided in the form of heat. A typical example of a thermally-allowed cycloaddition is the Diels–Alder reaction, which is a [4 + 2] cycloaddition. In contrast, a [2 + 2] cycloaddition is thermally forbidden.
3.6K
Cycloaddition Reactions: MO Requirements for Photochemical Activation
2.1K
Some cycloaddition reactions are activated by heat, while others are initiated by light. For example, a [2 + 2] cycloaddition between two ethylene molecules occurs only in the presence of light. It is photochemically allowed but thermally forbidden.
2.1K


