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    • Use of GPU can enhanced energy efficiency through ML/AI
    • Use of DPU can optimize energy efficiency by offloading all infrastructure services mainly storage , networking and security .



Table 3-8.1 Energy Monitoring shows possible performance measurement capabilities for the Hardware Infrastructure. These measurements or events should be collected and monitored by monitoring tools.

RefCloud Infrastructure CapabilityUnitDefinition/Notes
hardware.001Host CPU usageWatt (Joule/s)Real-time electrical power used by the processor(s) of a node (1)

















As Telco's Cloud infrastructure will comprise of multi clouds and  different permutations on VIM and CaaS Layers it becomes important that the Cloud management solutions make best use of Energy efficiency measures provided by the hardware and ensures a optimally balanced  infrastructure.

RefCloud Infrastructure CapabilityUnitDefinition/Notes
cloud.001hyCPU usageWatt (Joule/s)Real-time electrical power used by the processor(s) of a node (1)

















Energy Savings in Cloud layer:

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    • Cloud architecture  supports optimum load balancing 
    • Cloud layer supports resource optimization by adequately report the under utilized infrastructure 
    • Cloud supports the elastic and efficient shutdown of spare and un-used infrastructure ,  one key characteristic is abstract the physical resources from the application 


Internal Performance Measurement Capabilities

Table 3-8.2 shows possible performance measurement capabilities for the Hardware Infrastructure. These measurements or events should be collected and monitored by monitoring tools.

RefCloud Infrastructure CapabilityUnitDefinition/Notes
cloud.001VM and Container energy use Watt (Joule/s)Real-time electrical power aggregated at VM or Container level
cloud.002NFVI energy useWatt (Joule/s)Real-time electrical power aggregated at NFVI level












Energy Savings through Orchestration and Intelligence:

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SpecificationNamecomments
3GPP TS 28.301Energy Efficiency of 5G systems
3GPP TS 28.5525G Performance Measurements
3GPP TS 28.813New aspects of Energy Efficiency for 5G


Table 3-8.2 shows possible performance measurement capabilities for the applications

RefCloud Infrastructure CapabilityUnitDefinition/Notes
app.001Host CPU usageWatt (Joule/s)Real-time electrical power used by the processor(s) of a node (1)
app.002VNFC level Energy utilizationWatt (Joule/s)
app.003VNF level Energy utilizationWatt (Joule/s)
app.002Network slice EE KPIperformance of slice /Wattas defined in 3GPP TS28.310
app.003eMBB slice EE KPIGbps /Wattas defined in 3GPP TS28.310

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