Numerical Investigation on the Transmission Loss of Skin Panels Based on the Intelligent PSO-CGA Algorithm

In the reported research, they only analyzed the impacts of restraint damping parameters on acoustic characteristics of skin panels, but failed to adopt advanced optimization algorithms to conduct an optimization design on restraint damping effects. In addition, they did not conduct further research on noises in cabins with skin panels as the basis. Aiming at these questions, according to the acoustic model and the PSO-CGA algorithm, the acoustic characteristics of the skin panel were conducted a multi-objective optimization, and a better structure with low noise and light weight was finally obtained. The computational model was also validated by its experimental test. In order to verify the effectiveness of the PSO-CGA algorithm after parameter selection, it was compared with the traditional CGA and PSO algorithm. Three kinds of algorithms adopted the same population to conduct a multi-objective optimization of transmission loss of skin panels. Optimized results showed that: the PSO-CGA model in the paper had a high clustering degree. Transmission loss of most iteration points was obviously more than those of other two kinds of algorithms. Noises in the cabin could be improved effectively.

[1]  Mohammad Hassan Moradi,et al.  A Combination of Genetic Algorithm and Particle Swarm Optimization for Optimal Distributed Generation Location and Sizing in Distribution Systems with Fuzzy Optimal Theory , 2012 .

[2]  Jinsong Wu,et al.  Design of isotropic orthogonal transform algorithm-based multicarrier systems with blind channel estimation , 2012, IET Commun..

[3]  Jinsong Wu,et al.  MIMO Detection Schemes with Interference and Noise Estimation Enhancement , 2011, IEEE Trans. Commun..

[4]  Jeyaraj Pitchaimani,et al.  Sound transmission loss characteristics of sandwich aircraft panels: Influence of nature of core , 2017 .

[5]  Tianxiong Liu.  STUDY ON THE MODEL OF FINITE ELEMENT OF CONSTRAINED LAYER DAMPING PLATE , 2002 .

[6]  Tingting Zhao,et al.  Unsaturated dynamic constitutive model under cyclic loading , 2017, Cluster Computing.

[7]  Zhang Wen-wei,et al.  Study on Noise Suppressing Performance of Constrained Layer Damping Structure , 2010 .

[8]  Mohan D. Rao,et al.  Recent applications of viscoelastic damping for noise control in automobiles and commercial airplanes , 2003 .

[9]  F. F. Mahmoud,et al.  Free vibration characteristics of a functionally graded beam by finite element method , 2011 .

[11]  Houbing Song,et al.  Imperfect Information Dynamic Stackelberg Game Based Resource Allocation Using Hidden Markov for Cloud Computing , 2018, IEEE Transactions on Services Computing.

[12]  Feng Zixin,et al.  Effects of Constrained Layer Damping Patches on the Sound Insulation Characteristics of Aircraft Panels , 2016 .

[13]  Mohammad Reza Meybodi,et al.  A cellular learning automata-based algorithm for solving the vertex coloring problem , 2011, Expert Syst. Appl..

[14]  Jong-Bae Park,et al.  An Improved Particle Swarm Optimization for Nonconvex Economic Dispatch Problems , 2010, IEEE Transactions on Power Systems.

[15]  Fang Li,et al.  A New Adaptive Weighted Mean Filter for Removing Salt-and-Pepper Noise , 2014, IEEE Signal Processing Letters.

[16]  Wei Wei,et al.  Gradient-driven parking navigation using a continuous information potential field based on wireless sensor network , 2017, Inf. Sci..

[17]  Noureddine Atalla,et al.  Four-pole modelling of vibration isolators: Application to SEA of aircraft double-wall panels subjected to mechanical excitation , 2012 .

[18]  Daniel Västfjäll,et al.  The Effect of Interior Aircraft Noise on Pilot Performance , 2013, Perceptual and motor skills.

[19]  Zhong Ming,et al.  An Intelligent Wireless Sensor Networks System with Multiple Servers Communication , 2015, Int. J. Distributed Sens. Networks.

[20]  Jianqiang Li,et al.  A Hybrid Path Planning Method in Unmanned Air/Ground Vehicle (UAV/UGV) Cooperative Systems , 2016, IEEE Transactions on Vehicular Technology.

[21]  Ching-Ta Lu,et al.  Denoising of salt-and-pepper noise corrupted image using modified directional-weighted-median filter , 2012, Pattern Recognit. Lett..

[22]  Teresa Bravo,et al.  Optimising the absorption and transmission properties of aircraft microperforated panels , 2014 .

[23]  Nirupam Chakraborti,et al.  Optimization of Cellular Automata Model for the Heating of Dual-Phase Steel by Genetic Algorithm and Genetic Programming , 2015 .

[24]  Olja Čokorilo,et al.  Energy efficiency in aircraft cabin environment: Safety and design , 2016 .

[25]  Jaume Anguera,et al.  Design of Dual Band Patch Antennas for Cellular Communications by Genetic Algorithm Optimization , 2012 .

[26]  S. C. Pradhan,et al.  Variational formulation and finite element analysis for nonlocal elastic nanobeams and nanoplates , 2010 .

[27]  F. Richard Yu,et al.  Industrial Internet: A Survey on the Enabling Technologies, Applications, and Challenges , 2017, IEEE Communications Surveys & Tutorials.

[28]  D. Y. Yu,et al.  Research and applications of viscoelastic vibration damping materials: A review , 2016 .

[29]  Martin Führ,et al.  Health Impairments, Annoyance and Learning Disorders Caused by Aircraft Noise Synopsis of the State of Current Noise Research , 2016 .

[30]  N. Hamzaoui,et al.  Numerical vibroacoustic analysis of plates with constrained-layer damping patches. , 2011, The Journal of the Acoustical Society of America.

[31]  Ai-Min Yang,et al.  Optimum surface roughness prediction for titanium alloy by adopting response surface methodology , 2017 .

[32]  Kai Cui,et al.  Virtual reality research of the dynamic characteristics of soft soil under metro vibration loads based on BP neural networks , 2018, Neural Computing and Applications.

[33]  Weui-Bong Jeong,et al.  Three-layered damped beam element for forced vibration analysis of symmetric sandwich structures with a viscoelastic core , 2013 .

[34]  Vincent Roberge,et al.  Comparison of Parallel Genetic Algorithm and Particle Swarm Optimization for Real-Time UAV Path Planning , 2013, IEEE Transactions on Industrial Informatics.

[35]  J. Hadfield,et al.  Horizontally Transmitted Symbionts and Host Colonization of Ecological Niches , 2013, Current Biology.

[36]  Bilong Liu,et al.  Noise radiation of aircraft panels subjected to boundary layer pressure fluctuations , 2008 .

[37]  S A Stansfeld,et al.  Annoyance and other reaction measures to changes in noise exposure - a review. , 2012, The Science of the total environment.

[38]  Mahdieh Poostchi,et al.  A Cellular Genetic Algorithm for Solving the Vehicle Routing Problem with Time Windows , 2009, WSC.

[39]  Navin Kumar,et al.  Experimental study on vibration and damping of curved panel treated with constrained viscoelastic layer , 2010 .

[40]  Kai Cui,et al.  Experimental research and finite element analysis on the dynamic characteristics of concrete steel bridges with multi-cracks , 2017 .

[41]  Jinshan Zeng,et al.  Indoor Fingerprinting Localization and Tracking System Using Particle Swarm Optimization and Kalman Filter , 2015, IEICE transactions on communications.

[42]  Rolando Quintero,et al.  Hardware implementation of the elitist compact Genetic Algorithm using Cellular Automata pseudo-random number generator , 2013, Comput. Electr. Eng..

[43]  Sanford Fidell,et al.  Parsimonious alternative to regression analysis for characterizing prevalence rates of aircraft noise annoyance , 2004 .