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ArmanddeCacqueray/Rebalancig_final_repository

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Final archive associated with the rebalancing collaboration project between Inria and Smovengo. 
It includes the full 2-year dataset and pratical implementation of our core algorithms.
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DATABASE: full_db.nc (Xarrray 300MB hourly database) 
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PIPELINE goes from a to e:
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a- process PAST stock and flows (under censorship context) to compute valid demand estimation
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b- process PAST demand estimation to reconstruct stock evolution in 4 fictive rebalancing scenarios (so called envelopes)
 [global_MIN, global_MAX] scenarios,
 [balance_min, balance_max] scenarios
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c-process PAST 4 scenarios history to forecast FUTURE 4 scenarios
(up to one week forecast)
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d-build a simulator upon forecasted FUTURE  4 scenarios to evaluate ANY
rebalancing policy and:
classify stations among priority, buffer, neutral
compute policy frontiers for admissible strategies in term of (feasibility + metropolis score  metric)
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e-build a milp optimization solver upon  FUTURE computed admissibility  frontiers, aiming  to select an efficient (transport cost) rebalancing TONIGHT (but though as part of a weekly scaled plan and thus we solve an extended multidays problem) plan among admissible ones
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BENCHMARK fully reproducible benchmark for forecasting model
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