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Provenance:Dataset:TEIAS v2025.1Model:NF v1.0Run:28 Nov 2025rl_neurofuzzy_20251127_2…Seeded

NF v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. Neuro-Fuzzy Run 1: 97.21%, $221.91B. Near-identical results between runs — most consistent algorithm.

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
4430 / 100
Policy Stability
96 / 100
Final Episode Reward
4430.0
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_neurofuzzy_20251127_235022_r1
Group ID
rl_multialgo_20251127
Source File
neurofuzzy_yearly_snapshot.json
Content Hash
590abcdef2345678…
Config Hash
cfghash_nf_v10_001
Created At
27/11/2025, 23:50:22 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (1)

frozen_artifact_manifest · Integrity verified
📈
Full metrics
artifacts/rl_neurofuzzy_20251127/metrics.json
metrics_jsonapplication/json9 KBsha256: 11728394

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_fuzzyql_20251127_231015_r1FuzzyQLCost ↓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_neurofuzzy_20251127_235022_r1→📊 1 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: NF v1.0 — rl_neurofuzzy_20251127_235022_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_neurofuzzy_20251127_235022_r1
NF — rl_neurofuzzy_20251127_235022_r1 — Experiment | Renewable Transition