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基于全周期仿真代理模型的軟管泵分析設(shè)計(jì)及優(yōu)化

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  本文選題:軟管泵 切入點(diǎn):橡膠-簾線復(fù)合材料 出處:《浙江大學(xué)》2017年碩士論文


【摘要】:工業(yè)軟管泵是一種容積泵,使用高性能簾線增強(qiáng)的復(fù)合材料橡膠管來模仿生物腸道的蠕動(dòng),以輸送氣、液、固三相介質(zhì)。本文以分析、設(shè)計(jì)和優(yōu)化工業(yè)軟管泵為目的,首先實(shí)現(xiàn)了基于加強(qiáng)筋模型的面向全周期仿真的橡肢-簾線軟管建模分析,并設(shè)計(jì)試驗(yàn)驗(yàn)證了其+精確性;其次以軟管模型為基礎(chǔ)實(shí)現(xiàn)了軟管泵的全周期仿真;谝陨戏治瞿P,文章利用最優(yōu)拉丁超立方取樣方法進(jìn)行取樣計(jì)算;采用支持向量回歸機(jī)對(duì)樣本計(jì)算結(jié)果進(jìn)行回歸,建立了代理模型;利用遺傳算法在代理模型上進(jìn)行了關(guān)鍵設(shè)計(jì)參數(shù)的優(yōu)化計(jì)算,獲得了軟管泵的優(yōu)化設(shè)計(jì)方案。軟管泵樣機(jī)的測(cè)試結(jié)果表明:基于代理模型的軟管泵優(yōu)化設(shè)計(jì)取得了良好的結(jié)果,軟管泵運(yùn)行壽命的到了大大增長!け疚闹饕獌(nèi)容如下所示:(1)研究了面向全周期仿真復(fù)合材料泵用軟管的建模方法和基于支持向量回歸機(jī)代理模型的優(yōu)化設(shè)計(jì)方法。確定了課題研究的基本技術(shù)路線。(2)對(duì)軟管泵進(jìn)行了受力分析,并對(duì)過早失效的軟管泵的失效原因及其破壞因素的分析和歸類。構(gòu)造了橡膠-簾線復(fù)合材料軟管有限元模型,并設(shè)計(jì)測(cè)試驗(yàn)證了準(zhǔn)確性。然后在此基礎(chǔ)上,按照實(shí)際的工況和受力分析設(shè)計(jì)并實(shí)現(xiàn)了軟管泵全周期仿真計(jì)算!(3)以全周期仿真為基礎(chǔ),對(duì)軟管泵傳動(dòng)系統(tǒng)進(jìn)行了優(yōu)化。提出"泵殼懸臂布置方案",使徑向力得到分流,減少了主轉(zhuǎn)動(dòng)軸和軸承上的受力,提高了壽命。(4)以全周期仿真為基礎(chǔ),首先確定了軟管泵優(yōu)化設(shè)計(jì)目標(biāo)、約束條件。采用支持向量回歸機(jī)進(jìn)行回歸擬合。建立了代理模型。最后,采用遺傳算法對(duì)軟管和滑靴關(guān)鍵設(shè)計(jì)參數(shù)進(jìn)行了優(yōu)化計(jì)算。樣機(jī)通過了測(cè)試,壽命大大延長。
[Abstract]:Industrial hose pump is a kind of volumetric pump, which uses high performance cord reinforced composite rubber tube to simulate the peristalsis of biological intestinal tract to transport gas, liquid and solid three phase medium.In order to analyze, design and optimize the industrial hose pump, this paper first realizes the full-cycle simulation oriented rubber limb-cord hose modeling and analysis based on reinforced reinforcement model, and the design test verifies its accuracy.Secondly, the full cycle simulation of hose pump is realized on the basis of hose model.Based on the above analysis model, the optimal Latin hypercube sampling method is used to calculate the sample, and the support vector regression machine is used to regression the result of the sample calculation, and the agent model is established.The genetic algorithm is used to calculate the key design parameters on the agent model and the optimal design scheme of the hose pump is obtained.The test results of the prototype of the hose pump show that the optimal design of the hose pump based on the agent model has achieved good results.The main contents of this paper are as follows: (1) the modeling method of hose for full-cycle simulation of composite pump and the optimization design method based on support vector regression machine agent model are studied.In this paper, the basic technical route of the research is determined. (2) the force of the hose pump is analyzed, and the causes of failure and the failure factors of the prematurely failure hose pump are analyzed and classified.The finite element model of rubber-cord composite hose is constructed, and the accuracy is verified by design and test.Then, according to the actual working conditions and force analysis, the full cycle simulation calculation of the hose pump is designed and realized. (3) based on the full cycle simulation, the drive system of the hose pump is optimized.A "cantilever arrangement scheme for pump shell" is proposed, which distributes radial force, reduces the force on the main rotating shaft and bearing, and improves the life of the pump. On the basis of the full cycle simulation, the optimum design objective and constraint conditions of the hose pump are first determined.Support vector regression machine is used for regression fitting.A proxy model is established.Finally, the key design parameters of hose and slipper are optimized by genetic algorithm.The prototype has passed the test and the life of the prototype has been greatly extended.
【學(xué)位授予單位】:浙江大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2017
【分類號(hào)】:TH328

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