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Provenance:Dataset:TEIAS v2025.1Model:SAC v2.1Run:27 Nov 2025rl_sac_20251127_131802_r…Seeded

SAC v2.1 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. Highest average reward (5271.36). SAC Run 1: 97.58%, $230.70B, 198.18 GW. High cross-run variance (solar 85 GW vs 26 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
−97.58%
Convergence Score
5271 / 100
Policy Stability
87 / 100
Final Episode Reward
5271.4
Final Training Loss
0.0041
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_sac_20251127_131802_r1
Group ID
rl_multialgo_20251127
Source File
sac_yearly_snapshot.json
Content Hash
b2c3d4e5f6789012…
Config Hash
cfghash_sac_v21_001
Created At
27/11/2025, 13:18:02 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (3)

frozen_artifact_manifest · Integrity verified
📊
Training curve
artifacts/rl_sac_20251127/training_curve.png
figureimage/png135 KBsha256: ee5f6071
📈
Full metrics
artifacts/rl_sac_20251127/metrics.json
metrics_jsonapplication/json12 KBsha256: ff607182
⚙️
Config snapshot
artifacts/rl_sac_20251127/config.json
configapplication/json3 KBsha256: 00718293

Same Group: Multi-Algorithm Benchmark (13 algos)

rl_ppo_20251127_114523_r1PPOCost ↓97.34%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_sac_20251127_131802_r1→📊 3 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: SAC v2.1 — rl_sac_20251127_131802_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_sac_20251127_131802_r1
SAC — rl_sac_20251127_131802_r1 — Experiment | Renewable Transition