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Provenance:Dataset:TEIAS v2025.1Model:PNN v1.0Run:28 Nov 2025rl_pnn_20251128_013845_r…Seeded

PNN v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. Progressive NN Run 1: 97.21%, $221.95B. Fastest convergence among all algorithms.

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
4495 / 100
Policy Stability
91 / 100
Final Episode Reward
4495.4
Final Training Loss
0.0033
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_pnn_20251128_013845_r1
Group ID
rl_multialgo_20251127
Source File
progressivenn_yearly_snapshot.json
Content Hash
890abcdef5678901…
Config Hash
cfghash_pnn_v10_001
Created At
28/11/2025, 01:38:45 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (1)

frozen_artifact_manifest · Integrity verified
📈
Full metrics
artifacts/rl_pnn_20251128/metrics.json
metrics_jsonapplication/json10 KBsha256: 55b62738

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_neurofuzzy_20251127_235022_r1NFCost ↓97.21%View →
rl_marl_20251128_003215_r1MARLCost ↓97.82%View →
rl_maml_20251128_010430_r1MAMLCost ↓97.19%View →

Traceability Chain

📦 Dataset: TEIAS v2025.1→🧪 Run: rl_pnn_20251128_013845_r1→📊 1 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: PNN v1.0 — rl_pnn_20251128_013845_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_pnn_20251128_013845_r1
PNN — rl_pnn_20251128_013845_r1 — Experiment | Renewable Transition