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Provenance:Dataset:TEIAS v2025.1Model:DQN v1.0Run:27 Nov 2025rl_dqn_20251127_191023_r…Seeded

DQN v1.0 — Run Detail

Seeded Stochastic

Random seed fixed; reproducible on same hardware. Seed: 42. DQN Run 1: 97.69% renewable, $242.97B. Heavy solar (79.61 GW) + wind (90.41 GW) preference.

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
−97.69%
Convergence Score
4913 / 100
Policy Stability
76 / 100
Final Episode Reward
4913.5
Final Training Loss
0.0098
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_dqn_20251127_191023_r1
Group ID
rl_multialgo_20251127
Source File
dqn_yearly_snapshot.json
Content Hash
0789012345678abc…
Config Hash
cfghash_dqn_v10_001
Created At
27/11/2025, 19:10:23 UTC
Immutable
✓ Yes (DB enforced)
Dataset Version
TEIAS v2025.1

Artifact Manifest (2)

frozen_artifact_manifest · Integrity verified
📊
Training curve
artifacts/rl_dqn_20251127/training_curve.png
figureimage/png126 KBsha256: bbc2d3ae
📈
Full metrics
artifacts/rl_dqn_20251127/metrics.json
metrics_jsonapplication/json10 KBsha256: ccd3e4bf

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_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_dqn_20251127_191023_r1→📊 2 Artifacts→📰 Insights

📎 Cite this page

Önderol, S. (2025). Experiment Run: DQN v1.0 — rl_dqn_20251127_191023_r1. Retrieved from https://renewabletransition.org/transition/experiments/rl_dqn_20251127_191023_r1
DQN — rl_dqn_20251127_191023_r1 — Experiment | Renewable Transition