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Provenance:Dataset:TEIAS v2025.1Model:PPO v3.2Run:27 Nov 2025rl_ppo_20251127_114523_r…Seeded

PPO v3.2 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. PRIMARY RESULT — 97.34% renewable by 2050, $226.79B total, CO₂ 152→14.30 Mt. Fossil phase-out 2041. Solar 58.12 GW, Wind 50.99 GW, Hydro 49.57 GW.

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
−97.34%
Convergence Score
4924 / 100
Policy Stability
98 / 100
Final Episode Reward
4924.8
Final Training Loss
0.0034
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_ppo_20251127_114523_r1
Group ID
rl_multialgo_20251127
Source File
ppo_yearly_snapshot.json
Content Hash
a1b2c3d4e5f67890…
Config Hash
cfghash_ppo_v32_001
Created At
27/11/2025, 11:45:23 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (4)

frozen_artifact_manifest · Integrity verified
📊
Training curve
artifacts/rl_ppo_20251127/training_curve.png
figureimage/png139 KBsha256: aa1b2c3d
📊
Renewable pathway 2025–2050
artifacts/rl_ppo_20251127/investment_pathway.png
figureimage/png194 KBsha256: bb2c3d4e
📈
Full metrics (26 years)
artifacts/rl_ppo_20251127/metrics.json
metrics_jsonapplication/json12 KBsha256: cc3d4e5f
⚙️
Config snapshot
artifacts/rl_ppo_20251127/config.json
configapplication/json3 KBsha256: dd4e5f60

Same Group: Multi-Algorithm Benchmark (13 algos)

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 →
rl_pnn_20251128_013845_r1PNNCost ↓97.21%View →

Traceability Chain

📦 Dataset: TEIAS v2025.1→🧪 Run: rl_ppo_20251127_114523_r1→📊 4 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: PPO v3.2 — rl_ppo_20251127_114523_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_ppo_20251127_114523_r1
PPO — rl_ppo_20251127_114523_r1 — Experiment | Renewable Transition