Cell Optimizer

Certified

Cell Configuration

Optimizes individual cell parameters including antenna configuration, power settings, and radio resource management. Uses gradient-based optimization to find optimal parameter combinations. Handles both single-cell and multi-cell coordinated optimization scenarios.

cell configantennapowerRRM

Current Score85.3

Best Score87.9

Total Iterations1,650

Skill Version1.0.3

Score Progression

Training score across 65 iterations

4-Layer Evaluation

Performance across correctness, simulation, performance, and robustness

Layer 1: Correctness

Parameter compatibility and range validation

Layer 2: Simulation

24-hour cell simulation with 200 users

Layer 3: Performance

Throughput, coverage, and capacity KPIs

Layer 4: Robustness

Performance under varying load conditions

Agent Parameters

Current configuration values

tilt_range_deg0-15

power_range_dbm30-46

optimization_algorithmgradient_descent

neighbor_considerationtrue

max_parameter_changes_per_iteration3

cooldown_period_hours2

Experiments

Latest 20 training runs

70% success

ID	Score	Description	Duration	Time
#20	85.0	Antenna tilt optimization via gradient descent	23m 52s	< 1h ago
#19	92.6	Power control parameter tuning	36m 5s	4h ago
#18	82.4	PCI conflict resolution	18m 35s	7h ago
#17	76.7	PRACH parameter optimization	25m 15s	8h ago
#16	87.8	Scheduling weight adjustment for edge users	20m 29s	15h ago
#15	89.9	CRS power boosting optimization	24m 31s	20h ago
#14	77.6	Reference signal configuration	26m 20s	1d ago
#13	78.0	Random access optimization	44m 20s	1d ago
#12	89.5	Cell individual offset tuning	20m 34s	1d ago
#11	85.5	Interference coordination parameters	40m 0s	2d ago
#10	74.3	Massive MIMO beamforming weights	40m 8s	1d ago
#9	80.5	TDD configuration optimization	42m 54s	2d ago
#8	89.4	Carrier aggregation setup	16m 11s	2d ago
#7	80.2	QoS parameter mapping	36m 2s	3d ago
#6	73.0	Cell barring strategy	27m 12s	1d ago
#5	83.4	Access control optimization	16m 7s	3d ago
#4	87.2	PDCCH configuration tuning	46m 52s	3d ago
#3	75.2	CSI-RS beam management	35m 4s	3d ago
#2	73.8	SRS resource allocation	37m 12s	3d ago
#1	85.5	DL/UL ratio optimization	28m 7s	2d ago

DOIL Script

Declarative Operational Intent Language - defines what the agent should achieve

cell_config.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_cell_parameters
=="text-emerald-="text-amber-400">400">"text-accent">domain=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ran.cell_configuration
=="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">1.0.="text-amber-400">3"

=="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">: maximize_cell_throughput
  =="text-emerald-="text-amber-400">400">"text-accent">secondary=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: minimize_interference
  =="text-emerald-="text-amber-400">400">"text-accent">constraint=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: maintain_coverage_area >= current - ="text-amber-400">1%

=="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">cell_type=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[macro, small_cell, indoor="text-gray-500">]
  =="text-emerald-="text-amber-400">400">"text-accent">scenario=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[single_cell, cluster, network_wide="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">electrical_tilt_deg=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">0, ="text-amber-400">15, ="text-amber-400">1="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">tx_power_dbm=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">30, ="text-amber-400">46, ="text-amber-400">1="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">pci=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">0, ="text-amber-400">503, ="text-amber-400">1="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">prach_root_sequence=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">0, ="text-amber-400">837, ="text-amber-400">1="text-gray-500">]
    =="text-emerald-="text-amber-400">400">"text-accent">scheduling_weight_edge=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-gray-500">[="text-amber-400">0.5, ="text-amber-400">2.0, ="text-amber-400">0.1="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">max_changes_per_iteration=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">3
    =="text-emerald-="text-amber-400">400">"text-accent">min_observation_period_hours=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">2

=="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_parameter_compatibility
    - =="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_cell_simulation(duration=24h, users=="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">[throughput, coverage, interference, capacity="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_load_variations(load=="text-gray-500">[="text-amber-400">0.3, ="text-amber-400">0.5, ="text-amber-400">0.7, ="text-amber-400">0.9="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">: composite_cell_score
  =="text-emerald-="text-amber-400">400">"text-accent">target=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: >= ="text-amber-400">85
  =="text-emerald-="text-amber-400">400">"text-accent">patience=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: ="text-amber-400">15
  =="text-emerald-="text-amber-400">400">"text-accent">strategy=="text-emerald-="text-amber-400">400">"text-gray-="text-amber-400">500">: gradient_descent_with_momentum

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