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Provenance:Dataset:TEIAS v2025.1Model:FuzzyQL v1.0Run:28 Nov 2025rl_fuzzyql_20251127_2310…Seeded

FuzzyQL v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. FuzzyQL Run 1: 97.21%, $221.15B. Very low variance between runs (consistent fuzzy rules).

Interpretation Guardrail

These results are scenario-based projections, not forecasts. They reflect model assumptions about technology costs, policy choices, and demand trajectories. Actual outcomes will differ. Always consult the full methodology and assumption registry before drawing policy conclusions.

Frozen Metrics Snapshot

READ-ONLY · Not recomputed
Cost Reduction
−97.21%
Convergence Score
4448 / 100
Policy Stability
94 / 100
Final Episode Reward
4448.6
Final Training Loss
0.0000
Training Steps
2,600

These values are stored in frozen_metrics_snapshot and written at import time. They are never recalculated from raw artifacts.

Run Metadata

Run ID
rl_fuzzyql_20251127_231015_r1
Group ID
rl_multialgo_20251127
Source File
fuzzyql_yearly_snapshot.json
Content Hash
490abcdef1234567…
Config Hash
cfghash_fuzzy_v10_001
Created At
27/11/2025, 23:10:15 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (1)

frozen_artifact_manifest · Integrity verified
📈
Full metrics
artifacts/rl_fuzzyql_20251127/metrics.json
metrics_jsonapplication/json10 KBsha256: 00617283

Same Group: Multi-Algorithm Benchmark (13 algos)

rl_ppo_20251127_114523_r1PPOCost ↓97.34%View →
rl_sac_20251127_131802_r1SACCost ↓97.58%View →
rl_td3_20251127_145631_r1TD3Cost ↓96.32%View →
rl_a3c_20251127_162240_r1A3CCost ↓97.82%View →
rl_dqn_20251127_191023_r1DQNCost ↓97.69%View →
rl_ga_20251127_200145_r1GACost ↓97.28%View →
rl_pso_20251127_210312_r1PSOCost ↓97.77%View →
rl_de_20251127_220451_r1DECost ↓97.22%View →
rl_neurofuzzy_20251127_235022_r1NFCost ↓97.21%View →
rl_marl_20251128_003215_r1MARLCost ↓97.82%View →
rl_maml_20251128_010430_r1MAMLCost ↓97.19%View →
rl_pnn_20251128_013845_r1PNNCost ↓97.21%View →

Traceability Chain

📦 Dataset: TEIAS v2025.1→🧪 Run: rl_fuzzyql_20251127_231015_r1→📊 1 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: FuzzyQL v1.0 — rl_fuzzyql_20251127_231015_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_fuzzyql_20251127_231015_r1
FuzzyQL — rl_fuzzyql_20251127_231015_r1 — Experiment | Renewable Transition