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自動駕駛仿真軟件性能一致性驗(yàn)證與優(yōu)化

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中圖分類號:U467.13 文獻(xiàn)標(biāo)志碼:A DOI:10.20104/j.cnki.1674-6546.20240280

【Abstract】Inorder toensure therepeatabilityof simulation testsandreliabilityof testresults,a simulation testing platformisbuiltusing UnityandUnrealEnginebasedonasystematicanalysisofthedefinitionandpotentialcausesof performance consistencyisues in autonomous driving simulation software,and staticanddynamic scenarios arebuilt atthe sametime.Thestudyalsoinvolves thedesignof testcases,data procesingscripts,automatedtestingscriptsandtheoverall experimental process.Testresults basedonUnityand UnrealEnginesimulation testplatformarequantified through the inconsistencydeviation.Influencedbyvarious factorsrelated tothesimulationsystem’ssoftwareandhardware,expermental results reveal significant inconsistencies in multiple tests,with the maximum deviation reaching 1 5 % .Toaddress the identified deviation,thispaperproposesseveraloptimization strategies,including processoptimizationandpowermodeoptimization, which are validated to reduce the deviationbymore than 40 % ,thereby enhancing the reliabilityand consistency of simulation tests.

Key words: Autonomous Driving Technology,Simulation Testing,Performance Consistency 【引用格式】李紀(jì)偉,魏亞格,張夢蝶,等.自動駕駛仿真軟件性能一致性驗(yàn)證與優(yōu)化[J].汽車工程師,2025(5):1-12. LI JW,WEIYG,ZHANG MD,et al.Verification andOptimization of Performance ConsistencyinAutonomous Driving Simulation Software[J]. Automotive Engineer,2025(5):1-12.

1前言

自動駕駛汽車代表了現(xiàn)代汽車技術(shù)的發(fā)展方向,其在提高駕駛安全性和效率方面具有廣泛應(yīng)用前景。(剩余11283字)

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