Improving the smart buildings energy efficiency with gradient boosting model

Shchetinin E.Yu., Prokopyev P.S., Berezhkov M.S.

Financial University under the Government of the Russian Federation, Moscow, Leningradsky pr. 49, Russia

In this paper the method of the energy consumption profile modeling based on gradient boosting algorithm is proposed both for a separate building and for business centers. To evaluate its effectiveness advanced computer experiments were performed on real data of the energy consumption of commercial buildings. The results showed that the use of our model improved the accuracy forecasts of energy savings in more than 80% of cases compared to the benchmark.

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