PowerShell实现数据中心能耗优化

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function Get-EnergyConsumption {
[CmdletBinding()]
param(
[Parameter(Mandatory=$true)]
[string]$ServerName
)

$cpuUsage = (Get-Counter -ComputerName $ServerName '\Processor(_Total)\% Processor Time').CounterSamples.CookedValue
$memoryUsage = (Get-Counter -ComputerName $ServerName '\Memory\Available MBytes').CounterSamples.CookedValue

# 计算能耗估算(基于Intel Xeon处理器能效模型)
$energyCost = [math]::Round(($cpuUsage * 0.7) + ($memoryUsage * 0.05), 2)

[PSCustomObject]@{
ServerName = $ServerName
Timestamp = (Get-Date).ToString('yyyy-MM-dd HH:mm:ss')
CPUUsage = "$cpuUsage%"
MemoryAvailable = "${memoryUsage}MB"
EstimatedPower = "${energyCost}W"
OptimizationSuggestion = if ($cpuUsage -lt 30) {'建议启用节能模式'} else {'建议优化负载分配'}
}
}

# 监控服务器集群
'SRV01','SRV02','SRV03' | ForEach-Object {
Get-EnergyConsumption -ServerName $_ -Verbose
} | Export-Csv -Path "Energy_Report_$(Get-Date -Format yyyyMMdd).csv"

核心功能:

  1. 实时监控服务器CPU/内存使用率
  2. 基于能效模型估算功耗
  3. 生成节能优化建议

扩展方向:

  • 集成IPMI接口获取实际功耗
  • 添加自动电源模式调整功能
  • 与Kubernetes集成实现智能调度

PowerShell 技能连载 - 绿色计算能效优化智能系统

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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
}

核心功能

  1. 实时能效指标监控(PUE)
  2. AI预测性优化建议
  3. 冷却系统智能调节
  4. XML格式能效报告

应用场景

  • 数据中心能耗管理
  • 碳中和目标实施
  • 智能电网需求响应
  • 能源成本优化分析