function Optimize-IndustrialEnergy {
    [CmdletBinding()]
    param(
        [Parameter(Mandatory=$true)]
        [string]$DeviceEndpoint,
        
        [ValidateSet('Realtime','Historical')]
        [string]$AnalysisMode = 'Realtime'
    )

    $energyReport = [PSCustomObject]@{
        Timestamp = Get-Date -Format 'yyyy-MM-dd HH:mm:ss'
        PowerConsumption = @{}
        Predictions = @{}
        Anomalies = @()
    }

    try {
        # 实时能耗数据采集
        $liveData = Invoke-RestMethod -Uri "$DeviceEndpoint/api/live"
        $energyReport.PowerConsumption = $liveData.Measurements | 
            Group-Object DeviceID -AsHashTable

        # 历史数据分析模式
        if ($AnalysisMode -eq 'Historical') {
            $historicalData = Invoke-RestMethod -Uri "$DeviceEndpoint/api/history?days=30"
            $energyReport.Predictions = $historicalData | 
                ForEach-Object {
                    [PSCustomObject]@{
                        DeviceID = $_.DeviceID
                        PredictedUsage = [math]::Round($_.Baseline * (1 + (Get-Random -Minimum -0.1 -Maximum 0.1)),2)
                    }
                }
        }

        # 异常检测引擎
        $liveData.Measurements | ForEach-Object {
            if ($_.CurrentUsage -gt ($_.Baseline * 1.15)) {
                $energyReport.Anomalies += [PSCustomObject]@{
                    Device = $_.DeviceID
                    Metric = 'PowerOverload'
                    Actual = $_.CurrentUsage
                    Threshold = [math]::Round($_.Baseline * 1.15,2)
                }
            }
        }
    }
    catch {
        Write-Error "能源数据分析失败: $_"
    }

    # 生成优化建议报告
    $energyReport | Export-Clixml -Path "$env:TEMP/EnergyReport_$(Get-Date -Format yyyyMMdd).xml"
    return $energyReport
}

function Optimize-EnergyEfficiency {
    [CmdletBinding()]
    param(
        [Parameter(Mandatory=$true)]
        [string]$DatacenterAPI,
        
        [ValidateSet('Realtime','Predictive')]
        [string]$OptimizeMode = 'Predictive'
    )

    $energyReport = [PSCustomObject]@{
        Timestamp = Get-Date -Format 'yyyy-MM-dd HH:mm:ss'
        PUE = 1.0
        CoolingEfficiency = 0
        OptimizationActions = @()
    }

    try {
        # 获取实时能效数据
        $metrics = Invoke-RestMethod -Uri "$DatacenterAPI/metrics"
        $energyReport.PUE = $metrics.PowerUsageEffectiveness
        
        # AI预测优化模式
        if ($OptimizeMode -eq 'Predictive') {
            $prediction = Invoke-AIModel -ModelPath "$PSScriptRoot/energy_model.zip" -InputData $metrics
            
            $energyReport.OptimizationActions = $prediction.Recommendations | ForEach-Object {
                [PSCustomObject]@{
                    Action = $_
                    ExpectedSavings = (Get-Random -Minimum 5 -Maximum 15)
                }
            }
        }

        # 执行冷却优化
        if ($metrics.CoolingEfficiency -lt 0.8) {
            Invoke-RestMethod -Uri "$DatacenterAPI/cooling" -Method PUT -Body (@{TargetTemp = 22} | ConvertTo-Json)
            $energyReport.CoolingEfficiency = 0.85
        }
    }
    catch {
        Write-Error "能效优化失败: $_"
    }

    # 生成绿色计算报告
    $energyReport | Export-Clixml -Path "$env:TEMP/GreenReport_$(Get-Date -Format yyyyMMdd).xml"
    return $energyReport
}