PowerShell 技能连载 - 智能交通管理系统

在智能交通领域,系统化管理对于提高交通效率和安全性至关重要。本文将介绍如何使用PowerShell构建一个智能交通管理系统,包括交通流量监控、信号灯控制、事故处理等功能。

交通流量监控

首先,让我们创建一个用于监控交通流量的函数:

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function Monitor-TrafficFlow {
[CmdletBinding()]
param(
[Parameter(Mandatory = $true)]
[string]$IntersectionID,

[Parameter()]
[string[]]$Lanes,

[Parameter()]
[int]$SamplingInterval = 60,

[Parameter()]
[string]$DataPath,

[Parameter()]
[hashtable]$Thresholds
)

try {
$monitor = [PSCustomObject]@{
IntersectionID = $IntersectionID
StartTime = Get-Date
Lanes = @{}
Alerts = @()
Statistics = @{}
}

while ($true) {
$sampleTime = Get-Date

foreach ($lane in $Lanes) {
$laneData = [PSCustomObject]@{
LaneID = $lane
SampleTime = $sampleTime
VehicleCount = 0
AverageSpeed = 0
Occupancy = 0
Status = "Normal"
Alerts = @()
}

# 获取车道数据
$sensors = Get-LaneSensors -IntersectionID $IntersectionID -Lane $lane
foreach ($sensor in $sensors) {
$laneData.$($sensor.Type) = $sensor.Value
}

# 检查阈值
if ($Thresholds) {
# 检查车辆数量
if ($Thresholds.ContainsKey("VehicleCount")) {
$threshold = $Thresholds.VehicleCount
if ($laneData.VehicleCount -gt $threshold.Max) {
$laneData.Status = "Congested"
$laneData.Alerts += [PSCustomObject]@{
Time = $sampleTime
Type = "HighTraffic"
Value = $laneData.VehicleCount
Threshold = $threshold.Max
}
}
}

# 检查平均速度
if ($Thresholds.ContainsKey("AverageSpeed")) {
$threshold = $Thresholds.AverageSpeed
if ($laneData.AverageSpeed -lt $threshold.Min) {
$laneData.Status = "Slow"
$laneData.Alerts += [PSCustomObject]@{
Time = $sampleTime
Type = "LowSpeed"
Value = $laneData.AverageSpeed
Threshold = $threshold.Min
}
}
}

# 检查占用率
if ($Thresholds.ContainsKey("Occupancy")) {
$threshold = $Thresholds.Occupancy
if ($laneData.Occupancy -gt $threshold.Max) {
$laneData.Status = "Blocked"
$laneData.Alerts += [PSCustomObject]@{
Time = $sampleTime
Type = "HighOccupancy"
Value = $laneData.Occupancy
Threshold = $threshold.Max
}
}
}
}

$monitor.Lanes[$lane] = $laneData

# 处理告警
foreach ($alert in $laneData.Alerts) {
$monitor.Alerts += $alert

# 记录数据
if ($DataPath) {
$laneData | ConvertTo-Json | Out-File -FilePath $DataPath -Append
}

# 发送告警通知
Send-TrafficAlert -Alert $alert
}

# 更新统计信息
if (-not $monitor.Statistics.ContainsKey($lane)) {
$monitor.Statistics[$lane] = [PSCustomObject]@{
TotalVehicles = 0
AverageSpeed = 0
PeakHour = @{
Hour = 0
Count = 0
}
}
}

$stats = $monitor.Statistics[$lane]
$stats.TotalVehicles += $laneData.VehicleCount
$stats.AverageSpeed = ($stats.AverageSpeed + $laneData.AverageSpeed) / 2

$currentHour = $sampleTime.Hour
if ($laneData.VehicleCount -gt $stats.PeakHour.Count) {
$stats.PeakHour = @{
Hour = $currentHour
Count = $laneData.VehicleCount
}
}
}

Start-Sleep -Seconds $SamplingInterval
}

return $monitor
}
catch {
Write-Error "交通流量监控失败:$_"
return $null
}
}

信号灯控制

接下来,创建一个用于控制交通信号灯的函数:

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function Manage-TrafficSignals {
[CmdletBinding()]
param(
[Parameter(Mandatory = $true)]
[string]$IntersectionID,

[Parameter()]
[hashtable]$Timing,

[Parameter()]
[hashtable]$FlowData,

[Parameter()]
[switch]$Adaptive,

[Parameter()]
[string]$EmergencyVehicle,

[Parameter()]
[string]$LogPath
)

try {
$controller = [PSCustomObject]@{
IntersectionID = $IntersectionID
StartTime = Get-Date
Signals = @{}
Status = "Normal"
Actions = @()
}

# 获取信号灯状态
$signals = Get-TrafficSignals -IntersectionID $IntersectionID
foreach ($signal in $signals) {
$controller.Signals[$signal.ID] = [PSCustomObject]@{
SignalID = $signal.ID
CurrentState = $signal.State
Duration = $signal.Duration
NextChange = $signal.NextChange
Status = "Active"
}
}

# 处理紧急车辆
if ($EmergencyVehicle) {
$emergencyInfo = Get-EmergencyVehicleInfo -VehicleID $EmergencyVehicle
if ($emergencyInfo.Priority -eq "High") {
$controller.Status = "Emergency"
$action = Set-EmergencySignal -IntersectionID $IntersectionID -VehicleID $EmergencyVehicle
$controller.Actions += $action

# 记录紧急情况
if ($LogPath) {
$emergencyLog = [PSCustomObject]@{
Time = Get-Date
Type = "Emergency"
VehicleID = $EmergencyVehicle
Priority = $emergencyInfo.Priority
Action = $action
}
$emergencyLog | ConvertTo-Json | Out-File -FilePath $LogPath -Append
}
}
}

# 自适应控制
if ($Adaptive -and $FlowData) {
foreach ($signal in $controller.Signals.Values) {
$laneData = $FlowData[$signal.SignalID]
if ($laneData) {
# 计算最优配时
$optimalTiming = Calculate-OptimalTiming -LaneData $laneData

# 更新信号配时
if ($optimalTiming.Duration -ne $signal.Duration) {
$action = Update-SignalTiming `
-SignalID $signal.SignalID `
-Duration $optimalTiming.Duration `
-Reason "Adaptive Control"
$controller.Actions += $action

# 记录配时调整
if ($LogPath) {
$timingLog = [PSCustomObject]@{
Time = Get-Date
Type = "TimingAdjustment"
SignalID = $signal.SignalID
OldDuration = $signal.Duration
NewDuration = $optimalTiming.Duration
Reason = "Adaptive Control"
}
$timingLog | ConvertTo-Json | Out-File -FilePath $LogPath -Append
}
}
}
}
}

# 应用固定配时
elseif ($Timing) {
foreach ($signalID in $Timing.Keys) {
$signalTiming = $Timing[$signalID]
if ($controller.Signals.ContainsKey($signalID)) {
$signal = $controller.Signals[$signalID]

# 更新信号配时
if ($signalTiming.Duration -ne $signal.Duration) {
$action = Update-SignalTiming `
-SignalID $signalID `
-Duration $signalTiming.Duration `
-Reason "Fixed Timing"
$controller.Actions += $action

# 记录配时调整
if ($LogPath) {
$timingLog = [PSCustomObject]@{
Time = Get-Date
Type = "TimingAdjustment"
SignalID = $signalID
OldDuration = $signal.Duration
NewDuration = $signalTiming.Duration
Reason = "Fixed Timing"
}
$timingLog | ConvertTo-Json | Out-File -FilePath $LogPath -Append
}
}
}
}
}

# 更新控制器状态
$controller.EndTime = Get-Date

return $controller
}
catch {
Write-Error "信号灯控制失败:$_"
return $null
}
}

事故处理

最后,创建一个用于处理交通事故的函数:

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function Handle-TrafficIncident {
[CmdletBinding()]
param(
[Parameter(Mandatory = $true)]
[string]$IncidentID,

[Parameter()]
[string]$Location,

[Parameter()]
[string]$Type,

[Parameter()]
[string]$Severity,

[Parameter()]
[string[]]$AffectedLanes,

[Parameter()]
[string]$ResponseTeam,

[Parameter()]
[string]$LogPath
)

try {
$handler = [PSCustomObject]@{
IncidentID = $IncidentID
StartTime = Get-Date
Location = $Location
Type = $Type
Severity = $Severity
AffectedLanes = $AffectedLanes
Status = "Initializing"
Actions = @()
Updates = @()
}

# 获取事故详情
$incidentDetails = Get-IncidentDetails -IncidentID $IncidentID

# 评估影响范围
$impact = Assess-IncidentImpact -Location $Location -Type $Type -Severity $Severity

# 通知应急响应团队
if ($ResponseTeam) {
$notification = Send-EmergencyNotification `
-Team $ResponseTeam `
-IncidentID $IncidentID `
-Location $Location `
-Type $Type `
-Severity $Severity
$handler.Actions += $notification
}

# 调整交通信号
if ($AffectedLanes) {
$signalAction = Adjust-TrafficSignals `
-Location $Location `
-AffectedLanes $AffectedLanes `
-IncidentType $Type
$handler.Actions += $signalAction
}

# 更新交通信息
$infoAction = Update-TrafficInfo `
-Location $Location `
-IncidentID $IncidentID `
-Impact $impact
$handler.Actions += $infoAction

# 记录事故处理过程
if ($LogPath) {
$incidentLog = [PSCustomObject]@{
Time = Get-Date
IncidentID = $IncidentID
Location = $Location
Type = $Type
Severity = $Severity
Impact = $impact
Actions = $handler.Actions
}
$incidentLog | ConvertTo-Json | Out-File -FilePath $LogPath -Append
}

# 监控事故处理进度
while ($handler.Status -ne "Resolved") {
$progress = Get-IncidentProgress -IncidentID $IncidentID
$handler.Status = $progress.Status

if ($progress.Status -eq "In Progress") {
$handler.Updates += [PSCustomObject]@{
Time = Get-Date
Status = $progress.Status
Details = $progress.Details
}

# 更新交通信息
Update-TrafficInfo -Location $Location -Progress $progress
}

Start-Sleep -Seconds 300
}

# 恢复交通
$recoveryAction = Restore-TrafficFlow `
-Location $Location `
-AffectedLanes $AffectedLanes
$handler.Actions += $recoveryAction

# 更新处理状态
$handler.EndTime = Get-Date

return $handler
}
catch {
Write-Error "事故处理失败:$_"
return $null
}
}

使用示例

以下是如何使用这些函数来管理智能交通的示例:

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# 配置交通流量监控
$monitorConfig = @{
IntersectionID = "INT001"
Lanes = @("North", "South", "East", "West")
SamplingInterval = 30
DataPath = "C:\Data\traffic_flow.json"
Thresholds = @{
"VehicleCount" = @{
Max = 100
}
"AverageSpeed" = @{
Min = 20
}
"Occupancy" = @{
Max = 0.8
}
}
}

# 启动交通流量监控
$monitor = Start-Job -ScriptBlock {
param($config)
Monitor-TrafficFlow -IntersectionID $config.IntersectionID `
-Lanes $config.Lanes `
-SamplingInterval $config.SamplingInterval `
-DataPath $config.DataPath `
-Thresholds $config.Thresholds
} -ArgumentList $monitorConfig

# 配置信号灯控制
$signalConfig = @{
IntersectionID = "INT001"
Timing = @{
"North" = @{
Duration = 30
Phase = "Green"
}
"South" = @{
Duration = 30
Phase = "Green"
}
"East" = @{
Duration = 25
Phase = "Green"
}
"West" = @{
Duration = 25
Phase = "Green"
}
}
Adaptive = $true
LogPath = "C:\Logs\signal_control.json"
}

# 管理信号灯
$controller = Manage-TrafficSignals -IntersectionID $signalConfig.IntersectionID `
-Timing $signalConfig.Timing `
-Adaptive:$signalConfig.Adaptive `
-LogPath $signalConfig.LogPath

# 处理交通事故
$incident = Handle-TrafficIncident -IncidentID "INC001" `
-Location "INT001-North" `
-Type "Accident" `
-Severity "High" `
-AffectedLanes @("North") `
-ResponseTeam "Emergency-001" `
-LogPath "C:\Logs\traffic_incidents.json"

最佳实践

  1. 实施实时交通监控
  2. 优化信号配时方案
  3. 建立快速响应机制
  4. 保持详细的运行记录
  5. 定期进行系统评估
  6. 实施应急预案
  7. 建立数据分析体系
  8. 保持系统文档更新

PowerShell 技能连载 - 智能交通管理系统

http://blog.vichamp.com/2025/02/10/powershell-smart-traffic/

作者

吴波

发布于

2025-02-10

更新于

2025-03-25

许可协议

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