基于FPGA与MRFO算法的交通信号灯智能控制方法

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中图分类号:TN99-34 文献标识码:A 文章编号:1004-373X(2025)20-0051-05
Abstract:Inorder tocarryout adaptive traffic lightadjustment according to traffcflowconditions,maximize traffic eficiencydtellttoffelltrod MRFOalgorithmisproposed.Thetrafficlightintellgentcontrolframework basedonfield-programmablegatearray(FPGA)is constructedbyanalyzingtheactualdemandoftraffclightitellgentcontrol.Basedonteintellgentcontrolframework,the minimumobjectivefunctionandrelatedconstraintconditionsofthedelaytimeofalltraffcflowdirectionvehiclesatthetraffic intersectionareconstructedaccording totheactualtraffcoperation.TheMantarayforagingoptimization(MRFO)algorithmis usedtoiterativelyoptimizetheobjective functionofintellgentcontrolof traffclightsundertheconditionofsatisfying constraints,andtheoptimalcontrolstrategyisobtainedtorealizeintellgentcontroloftraffclights.Afterexperimental verification,thismethodcanrealizelowdelaylevelwithlesstrainingsamplesandhighlyeficient.Itcanalsoadaptivelyadjust thesignallightdurationbasedonthetraffcflowatintersections,ensuringthevehiclepassngrateofover96%.Itffectively provesthatthemethodcanaleviateroadcongestion,reduce theocurenceof safetyaccidents,and therebyenhance traffic safetylevel.Its effectiveness isverified.
Keywors:FPGA;MRFOalgorithm;traffclight;inteligentcontrol;controlframeworkconstruction;vehicledelay; objective function; optimal control strategy
0 引言
交通信号灯在城市交通管理中具有重要作用,能够指示车辆及行人有序通行,维护交通秩序并避免交通混乱。(剩余5235字)