dashboard / rapport_optimisation.json
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{
"economies": {
"1 — Sleep mode secteur": {
"economie_kwh": 157190.58,
"economie_pct": 9.24,
"co2_evite_t": 83.31,
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"n_eligible": 81755,
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"objectif_10pct": false
},
"2 — Réduction puissance": {
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"co2_evite_t": 26.8,
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"n_eligible": 139256,
"couverture_pct": 26.5,
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},
"3 — Free cooling": {
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"co2_evite_t": 12.46,
"economie_dt": 9400.27,
"n_eligible": 47626,
"couverture_pct": 9.1,
"objectif_10pct": false
},
"4 — Mode éco calendaire": {
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"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)": {
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"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": {
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"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,
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"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": {
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"n_viols": 0
},
"SARSA": {
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"n_viols": 0
},
"Double Q-Learning": {
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},
"Expected SARSA": {
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},
"Q-Learning UCB": {
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"n_viols": 0
},
"SARSA(λ)": {
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"n_viols": 0
},
"Monte Carlo": {
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}
},
"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": {
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"economie_kwh": 39410.43,
"n_violations": 0,
"pct_violations": 0.0,
"class_name": "AgentQLearning",
"reference": "Watkins & Dayan (1992)",
"is_best": false
},
"SARSA": {
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"economie_kwh": 61389.35,
"n_violations": 0,
"pct_violations": 0.0,
"class_name": "AgentSARSA",
"reference": "Rummery & Niranjan (1994)",
"is_best": false
},
"Double Q-Learning": {
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"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": {
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"economie_kwh": 73489.6,
"n_violations": 0,
"pct_violations": 0.0,
"class_name": "AgentQLearningUCB",
"reference": "Auer et al. (2002)",
"is_best": true
},
"SARSA(λ)": {
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"economie_kwh": 64349.72,
"n_violations": 0,
"pct_violations": 0.0,
"class_name": "AgentSARSALambda",
"reference": "Sutton (1988)",
"is_best": false
},
"Monte Carlo": {
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"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"
}