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Provenance:Dataset:TEIAS v2025.1Model:A3C v1.0Run:27 Nov 2025rl_a3c_20251127_162240_r…Seeded

A3C v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. A3C Run 1: 97.82% renewable (tied highest with SAC Run 2), heavy hydro preference (117.14 GW). High CO₂ run vs Run 2.

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
−97.82%
Convergence Score
4724 / 100
Policy Stability
72 / 100
Final Episode Reward
4724.9
Final Training Loss
0.0063
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_a3c_20251127_162240_r1
Group ID
rl_multialgo_20251127
Source File
a3c_yearly_snapshot.json
Content Hash
d4e5f67890123456…
Config Hash
cfghash_a3c_v10_001
Created At
27/11/2025, 16:22:40 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (2)

frozen_artifact_manifest · Integrity verified
📊
Training curve
artifacts/rl_a3c_20251127/training_curve.png
figureimage/png138 KBsha256: 33a4b526
📈
Full metrics
artifacts/rl_a3c_20251127/metrics.json
metrics_jsonapplication/json11 KBsha256: 44b5c637

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_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_a3c_20251127_162240_r1→📊 2 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: A3C v1.0 — rl_a3c_20251127_162240_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_a3c_20251127_162240_r1
A3C — rl_a3c_20251127_162240_r1 — Experiment | Renewable Transition