对高度多式模式的拉斯特里金功能的多重组合进化策略的进展分析
Amir Omeradzic1, Hans-Georg Beyer1
1Vorarlberg University of Applied Sciences, Research Center Business Informatics, Hochschulstraße 1, 6850 Dornbirn, Austria.
概括
本研究分析了进化策略 (ES) 在复杂的优化问题上的进展率. 我们为优化进展开发了准确的模型,改善了对大群体和高维度的预测.
科学领域:
- 计算智能是一种计算智能.
- 优化算法优化算法
- 进化计算的演变
背景情况:
- 进化策略 (ES) 是一种强大的优化算法.
- 分析ES在多式联络功能上的性能至关重要.
- 了解融合动态有助于算法开发.
研究的目的:
- 分析 (μ/μI, λ) -ES.ES 的进展速度.
- 开发用于优化进展的分析模型.
- 为了研究拉斯特里金函数的收性质.
主要方法:
- 一级和二级进展率分析.
- 对大维度和人口大小进行非对称分析.
- 动态系统方法使用差异方程.
主要成果:
- 为进度率推导出封闭形式的分析解决方案.
- 模型准确地预测了一代人的进步和当地吸引力.
- 模拟和实际优化运行显示与模型有很好的一致性.
- 大型突变增加了全球趋同的概率,以牺牲效率.
结论:
- 开发的模型为ES优化动态提供了准确的见解.
- 这项研究增强了对高维空间的收行为的理解.
- 发现指导设计更高效和有效的进化算法.
相关概念视频
Routh-Hurwitz Criterion II
247
In the application of the Routh-Hurwitz criterion, two specific scenarios can arise that complicate stability analysis.
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
247
One-Compartment Open Model: Wagner-Nelson and Loo Riegelman Method for ka Estimation
502
This lesson introduces two critical methods in pharmacokinetics, the Wagner-Nelson and Loo-Riegelman methods, used for estimating the absorption rate constant (ka) for drugs administered via non-intravenous routes. The Wagner-Nelson method relates ka to the plasma concentration derived from the slope of a semilog percent unabsorbed time plot. However, it is limited to drugs with one-compartment kinetics and can be impacted by factors like gastrointestinal motility or enzymatic degradation.
On...
On...
502
Multi-input and Multi-variable systems
106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
106
Routh-Hurwitz Criterion I
241
Consider an electrical power grid, where stability is essential to prevent blackouts. The Routh-Hurwitz criterion is a valuable tool for assessing system stability under varying load conditions or faults. By analyzing the closed-loop transfer function, the Routh-Hurwitz criterion helps determine whether the system remains stable.
To apply the Routh-Hurwitz criterion, a Routh table is constructed. The table's rows are labeled with powers of the complex frequency variable s, starting from the...
To apply the Routh-Hurwitz criterion, a Routh table is constructed. The table's rows are labeled with powers of the complex frequency variable s, starting from the...
241
Genetic Drift
39.8K
Natural selection—probably the most well-known evolutionary mechanism—increases the prevalence of traits that enhance survival and reproduction. However, evolution does not merely propagate favorable traits, nor does it always benefit populations.
39.8K
Woodward–Hoffmann Selection Rules and Microscopic Reversibility
3.1K
Electrocyclic reactions, cycloadditions, and sigmatropic rearrangements are concerted pericyclic reactions that proceed via a cyclic transition state. These reactions are stereospecific and regioselective. The stereochemistry of the products depends on the symmetry characteristics of the interacting orbitals and the reaction conditions. Accordingly, pericyclic reactions are classified as either symmetry-allowed or symmetry-forbidden. Woodward and Hoffmann presented the selection criteria for...
3.1K


