Differential simulated annealing: a robust and efficient global optimization algorithm for parameter estimation of biological networks

2014 ◽  
Vol 10 (6) ◽  
pp. 1385-1392 ◽  
Author(s):  
Ziwei Dai ◽  
Luhua Lai
Keyword(s):  
Global Optimization ◽  
Parameter Estimation ◽  
Simulated Annealing ◽  
Optimization Algorithm ◽  
Biological Networks ◽  
Efficient Global Optimization ◽  
Global Optimization Algorithm ◽  
Large Networks

DSA outperformed five other algorithms in parameter estimation of 95 biological networks and showed significant advantage in large networks.

scholarly journals Topological Optimization of Under-Platform Dampers With Moving Morphable Components and Global Optimization Algorithm for Nonlinear Frequency Response

2021 ◽  
Vol 143 (2) ◽  
Author(s):  
E. Denimal ◽  
F. El Haddad ◽  
C. Wong ◽  
L. Salles
Keyword(s):  
Global Optimization ◽  
Optimization Algorithm ◽  
Nonlinear Behavior ◽  
Topological Optimization ◽  
Efficient Global Optimization ◽  
Nonlinear Frequency ◽  
Global Optimization Algorithm ◽  
Nonlinear Frequency Response ◽  
The Impact ◽  
Moving Morphable Components

Abstract To limit the risk of high cycle fatigue, underplatform dampers (UDPs) are traditionally used in aircraft engines to control the level of vibration. Many studies demonstrate the impact of the geometry of the damper on its efficiency, thus the consideration of topological optimization (TO) to find the best layout of the damper seems natural. Because of the nonlinear behavior of the structure due to the friction contact interface, classical methods of TO are not usable. This study proposes to optimize the layout of an UDP to reduce the level of nonlinear vibrations computed with the multiharmonic balance method (MHBM). The approach of TO employed is based on the moving morphable components (MMC) framework together with the Kriging and the efficient global optimization algorithm to solve the optimization problem. The results show that the level of vibration of the structure can be reduced to 30% and allow for the identification of different efficient geometries.

Designing a Morphable Parabolic Reflector Antenna Using Origami-Inspired Discretization and Efficient Global Optimization

2020 ◽  
Author(s):  
Gregory Wilson ◽  
Dimitris Lagoudas ◽  
Darren Hartl
Keyword(s):  
United States ◽  
Global Optimization ◽  
Shape Memory Alloy ◽  
Shape Memory ◽  
Radiation Pattern ◽  
Optimization Algorithm ◽  
The United States ◽  
Lessons Learned ◽  
Efficient Global Optimization ◽  
Global Optimization Algorithm

Abstract This research explores a segmented parabolic antenna that can change its physical shape via shape memory alloy actuators, thereby altering its radiation pattern when transmitting a signal. The parabolic dish has been discretized into an origami pattern to make use of the naturally compliant fold regions, about which shape memory alloy wires create moments. Modeling of antenna deformation is accomplished via Abaqus considering SMA wires contracting due to temperature change as a manifestation of the shape memory effect. An electromagnetic analysis of the deformed antenna follows in ANSYS-HFSS to determine the antenna gain in all directions around the structure. The computed radiation pattern is projected onto a goal shape (e.g. the contiguous United States) to determine the degree to which the shaped broadcast pattern matches that of a desired broadcast area. Finally, the design is iterated using an efficient global optimization algorithm to ascertain an actuation schedule that generates the most conformal broadcast pattern. Traditional optimization algorithms such as genetic or particle swarm may require thousands of designs, particularly when many design variables are considered. The efficient global optimization algorithm employs far fewer designs by fitting surrogate models to the data and only testing points where large improvement is expected, thus reducing design optimization time. The evolution and improvement to an antenna will be discussed for an antenna making use of eight, 16, and 24 SMA linear actuators to most optimally broadcast to only the United States while avoiding signal spill-over into other regions, and the lessons learned can then applied to match broadcast pattern based on other countries as well.

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