{ "economies": { "1 — Sleep mode secteur": { "economie_kwh": 157190.58, "economie_pct": 9.24, "co2_evite_t": 83.31, "economie_dt": 62876.23, "n_eligible": 81755, "couverture_pct": 15.6, "objectif_10pct": false }, "2 — Réduction puissance": { "economie_kwh": 50573.1, "economie_pct": 2.97, "co2_evite_t": 26.8, "economie_dt": 20229.24, "n_eligible": 139256, "couverture_pct": 26.5, "objectif_10pct": false }, "3 — Free cooling": { "economie_kwh": 23500.67, "economie_pct": 1.38, "co2_evite_t": 12.46, "economie_dt": 9400.27, "n_eligible": 47626, "couverture_pct": 9.1, "objectif_10pct": false }, "4 — Mode éco calendaire": { "economie_kwh": 1214.72, "economie_pct": 0.07, "co2_evite_t": 0.64, "economie_dt": 485.89, "n_eligible": 5259, "couverture_pct": 1.0, "objectif_10pct": false }, "5 — Combinée (1+2+3+4)": { "economie_kwh": 232479.07, "economie_pct": 13.67, "co2_evite_t": 123.21, "economie_dt": 92991.63, "objectif_10pct": true }, "5 — Alerte saturation 2G (surveillance)": { "n_observations": 11035, "couverture_pct": 2.1, "economie_kwh": 0, "action": "migration_3G_4G_ou_extension_capacite" }, "baseline_kwh": 1700808.91, "baseline_co2_t": 901.43, "baseline_dt": 680323.56 }, "kpi_reseau": { "nb_stations": 66, "nb_mesures": 525706, "conso_totale_kwh": 1700808.91, "conso_moyenne_kwh": 3.2353, "eei_moyen": 103.36, "score_qos_moyen": 0.7614, "pct_mode_eco": 26.7, "pct_mode_critique": 3.01, "pct_anomalies": 6.47, "n_alertes_2g": 11035, "economie_combinee_pct": 13.67, "economie_combinee_kwh": 232479.0, "co2_evite_t": 123.2, "economie_dt": 92992.0, "meilleur_agent_rl": "Q-Learning UCB", "economie_rl_pct": 17.36, "economie_rl_kwh": 73490.0, "rl_violations_qos": 0, "rl_agents_comparaison": { "Q-Learning": { "eco_pct": 9.31, "n_viols": 0 }, "SARSA": { "eco_pct": 14.5, "n_viols": 0 }, "Double Q-Learning": { "eco_pct": 15.3, "n_viols": 0 }, "Expected SARSA": { "eco_pct": 15.25, "n_viols": 0 }, "Q-Learning UCB": { "eco_pct": 17.36, "n_viols": 0 }, "SARSA(λ)": { "eco_pct": 15.2, "n_viols": 0 }, "Monte Carlo": { "eco_pct": 8.15, "n_viols": 0 } }, "generated_at": "2026-05-21T13:56:10.701085", "economie_rl_episodique_pct": 0.68, "ecart_statique_vs_episodique": -16.68, "note_baseline": "Baseline = consommation mesurée 2024 sans optimisation active. Ne tient pas compte des pratiques manuelles déjà en place." }, "couvertures": { "strat_1_sleep_pct": 15.6, "strat_2_reduction_pct": 26.5, "strat_3_free_cooling_pct": 16.1, "strat_4_eco_calendaire_pct": 1.0, "strat_5_alerte_2g_pct": 2.1 }, "rl_resultats_tous_agents": { "Q-Learning": { "economie_pct": 9.3074, "economie_kwh": 39410.43, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentQLearning", "reference": "Watkins & Dayan (1992)", "is_best": false }, "SARSA": { "economie_pct": 14.4981, "economie_kwh": 61389.35, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentSARSA", "reference": "Rummery & Niranjan (1994)", "is_best": false }, "Double Q-Learning": { "economie_pct": 15.3014, "economie_kwh": 64790.82, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentDoubleQLearning", "reference": "van Hasselt (2010)", "is_best": false }, "Expected SARSA": { "economie_pct": 15.2459, "economie_kwh": 64555.67, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentExpectedSARSA", "reference": "van Seijen et al. (2009)", "is_best": false }, "Q-Learning UCB": { "economie_pct": 17.3558, "economie_kwh": 73489.6, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentQLearningUCB", "reference": "Auer et al. (2002)", "is_best": true }, "SARSA(λ)": { "economie_pct": 15.1972, "economie_kwh": 64349.72, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentSARSALambda", "reference": "Sutton (1988)", "is_best": false }, "Monte Carlo": { "economie_pct": 8.151, "economie_kwh": 34513.93, "n_violations": 0, "pct_violations": 0.0, "class_name": "AgentMonteCarlo", "reference": "Sutton & Barto (1998)", "is_best": false } }, "meilleur_agent": "Q-Learning UCB", "top_eco_agent": "Q-Learning UCB", "n_episodes": 1000, "generated_at": "2026-05-21T13:56:19.813317" }