Energy Optimizer

Certified

Energy Efficiency

Reduces base station energy consumption through intelligent carrier management, MIMO adaptation, and sleep mode scheduling. Achieves 15-30% energy reduction while maintaining coverage and capacity KPIs. Certified after 2,340 training iterations with consistent performance above target thresholds.

energygreen networkcarrier shutdownMIMO

Current Score91.2

Best Score93.7

Total Iterations2,340

Skill Version1.2.0

Score Progression

Training score across 80 iterations

4-Layer Evaluation

Performance across correctness, simulation, performance, and robustness

Layer 1: Correctness

Energy model validation and constraint checking

Layer 2: Simulation

7-day energy simulation across 200 sites

Layer 3: Performance

Energy savings vs. coverage/capacity impact

Layer 4: Robustness

Behavior during traffic surges

Agent Parameters

Current configuration values

min_traffic_threshold_pct20

carrier_shutdown_delay_min15

mimo_reduction_threshold_pct30

sleep_mode_depthdeep

prediction_horizon_hours4

safety_margin_pct10

Experiments

Latest 20 training runs

70% success

ID	Score	Description	Duration	Time
#20	91.0	Carrier shutdown during low-traffic hours	17m 33s	< 1h ago
#19	98.6	MIMO layer reduction under 30% load	52m 42s	3h ago
#18	88.4	Symbol shutdown pattern optimization	40m 46s	5h ago
#17	82.7	Advanced sleep mode scheduling	37m 27s	7h ago
#16	93.8	Traffic prediction for proactive shutdown	54m 59s	18h ago
#15	95.9	Energy-aware load balancing	21m 29s	10h ago
#14	83.6	PA efficiency optimization at low power	54m 28s	1d ago
#13	84.0	Micro-sleep between DRX cycles	35m 34s	1d ago
#12	95.5	Renewable energy integration scheduling	46m 8s	1d ago
#11	91.5	Cooling system coordination	21m 27s	1d ago
#10	80.3	Bandwidth part adaptation for efficiency	47m 43s	2d ago
#9	86.5	Multi-carrier energy management	58m 30s	2d ago
#8	95.4	Deep sleep activation patterns	37m 7s	1d ago
#7	86.2	Baseband resource sharing	23m 42s	1d ago
#6	79.0	AI-driven wake-up scheduling	47m 42s	2d ago
#5	89.4	Power amplifier bias optimization	20m 4s	3d ago
#4	93.2	Cross-site energy balancing	18m 28s	3d ago
#3	81.2	Digital pre-distortion tuning	19m 4s	2d ago
#2	79.8	Antenna muting strategies	34m 59s	1d ago
#1	91.5	Grid-aware power management	47m 15s	4d ago

DOIL Script

Declarative Operational Intent Language - defines what the agent should achieve

energy.doil
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=="text-emerald-="text-amber-400">400">"text-accent">intent=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: optimize_energy
=="text-emerald-="text-amber-400">400">"text-accent">domain=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ran.energy_management
=="text-emerald-="text-amber-400">400">"text-accent">version=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-emerald-="text-amber-400">400">"="text-amber-400">1.2.="text-amber-400">0"

=="text-emerald-="text-amber-400">400">"text-accent">objective=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
  =="text-emerald-="text-amber-400">400">"text-accent">primary=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: minimize_energy_consumption
  =="text-emerald-="text-amber-400">400">"text-accent">secondary=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: maximize_energy_efficiency_index
  =="text-emerald-="text-amber-400">400">"text-accent">constraint=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: maintain_coverage_kpis >= baseline - ="text-amber-400">2%

=="text-emerald-="text-amber-400">400">"text-accent">context=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
  =="text-emerald-="text-amber-400">400">"text-accent">network_type=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[4G_LTE, 5G_NR="text-gray-500">]
  =="text-emerald-="text-amber-400">400">"text-accent">deployment=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: macro_network
  =="text-emerald-="text-amber-400">400">"text-accent">scenario=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[urban, suburban, rural="text-gray-500">]

=="text-emerald-="text-amber-400">400">"text-accent">parameters=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
  =="text-emerald-="text-amber-400">400">"text-accent">search_space=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
    =="text-emerald-="text-amber-400">400">"text-accent">carrier_shutdown_threshold_pct=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">10, ="text-amber-400">40, ="text-amber-400">5="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">mimo_layer_reduction_threshold_pct=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">20, ="text-amber-400">50, ="text-amber-400">5="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">symbol_shutdown_aggressiveness=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[conservative, moderate, aggressive="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">sleep_mode_depth=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[light, medium, deep="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">prediction_horizon_hours=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">1, ="text-amber-400">8, ="text-amber-400">1="text-gray-500">]
  =="text-emerald-="text-amber-400">400">"text-accent">constraints=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
    =="text-emerald-="text-amber-400">400">"text-accent">min_coverage_probability_pct=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">95
    =="text-emerald-="text-amber-400">400">"text-accent">max_capacity_degradation_pct=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">5

=="text-emerald-="text-amber-400">400">"text-accent">evaluation=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
  =="text-emerald-="text-amber-400">400">"text-accent">layers=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
    - =="text-emerald-="text-amber-400">400">"text-electric-="text-amber-400">400">correctness=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: validate_energy_model_consistency
    - =="text-emerald-="text-amber-400">400">"text-electric-="text-amber-400">400">simulation=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: run_energy_simulation(duration=7d, sites=="text-amber-400">200)
    - =="text-emerald-="text-amber-400">400">"text-electric-="text-amber-400">400">performance=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: measure_kpis(="text-gray-500">[energy_saved_pct, coverage_delta, capacity_delta="text-gray-500">])
    - =="text-emerald-="text-amber-400">400">"text-electric-="text-amber-400">400">robustness=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: test_traffic_surge(multiplier=="text-gray-500">[="text-amber-400">1.5, ="text-amber-400">2.0, ="text-amber-400">3.0="text-gray-500">])

=="text-emerald-="text-amber-400">400">"text-accent">convergence=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">:
  =="text-emerald-="text-amber-400">400">"text-accent">metric=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: energy_savings_pct
  =="text-emerald-="text-amber-400">400">"text-accent">target=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: >= ="text-amber-400">25%
  =="text-emerald-="text-amber-400">400">"text-accent">patience=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">30
  =="text-emerald-="text-amber-400">400">"text-accent">strategy=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: multi_objective_optimization

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