%% BioMed_Central_Bib_Style_v1.01

\begin{thebibliography}{25}
% BibTex style file: bmc-mathphys.bst (version 2.1), 2014-07-24
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\ifx \betal  \undefined \def \betal{\textit{et al.}}\fi
\ifx \binstitute  \undefined \def \binstitute#1{#1}\fi
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\bibcommenthead
\ifx \bconfdate \undefined \def \bconfdate #1{#1}\fi
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\csname PreBibitemsHook\endcsname

%%% 1
\bibitem[\protect\citeauthoryear{Rambabu et~al.}{2022}]{1}
\begin{bchapter}
\bauthor{\bsnm{Rambabu}, \binits{M.}},
\bauthor{\bsnm{Ramakrishna}, \binits{N.}},
\bauthor{\bsnm{Polamarasetty}, \binits{P.K.}}:
\bctitle{Prediction and analysis of household energy consumption by machine
  learning algorithms in energy management}.
In: \bbtitle{E3S Web of Conferences},
vol. \bseriesno{350},
p. \bfpage{02002}
(\byear{2022}).
\bcomment{EDP Sciences}
\end{bchapter}
\endbibitem

%%% 2
\bibitem[\protect\citeauthoryear{Gassar and Cha}{2020}]{2}
\begin{barticle}
\bauthor{\bsnm{Gassar}, \binits{A.A.A.}},
\bauthor{\bsnm{Cha}, \binits{S.H.}}:
\batitle{Energy prediction techniques for large-scale buildings towards a
  sustainable built environment: A review}.
\bjtitle{Energy and Buildings}
\bvolume{224},
\bfpage{110238}
(\byear{2020})
\end{barticle}
\endbibitem

%%% 3
\bibitem[\protect\citeauthoryear{Mahia et~al.}{2019}]{3}
\begin{bchapter}
\bauthor{\bsnm{Mahia}, \binits{F.}},
\bauthor{\bsnm{Dey}, \binits{A.R.}},
\bauthor{\bsnm{Masud}, \binits{M.A.}},
\bauthor{\bsnm{Mahmud}, \binits{M.S.}}:
\bctitle{Forecasting electricity consumption using arima model}.
In: \bbtitle{2019 International Conference on Sustainable Technologies for
  Industry 4.0 (STI)},
pp. \bfpage{1}--\blpage{6}
(\byear{2019}).
\bcomment{IEEE}
\end{bchapter}
\endbibitem

%%% 4
\bibitem[\protect\citeauthoryear{Mahjoub et~al.}{2022}]{4}
\begin{barticle}
\bauthor{\bsnm{Mahjoub}, \binits{S.}},
\bauthor{\bsnm{Chrifi-Alaoui}, \binits{L.}},
\bauthor{\bsnm{Marhic}, \binits{B.}},
\bauthor{\bsnm{Delahoche}, \binits{L.}}:
\batitle{Predicting energy consumption using lstm, multi-layer gru and drop-gru
  neural networks}.
\bjtitle{Sensors}
\bvolume{22}(\bissue{11}),
\bfpage{4062}
(\byear{2022})
\end{barticle}
\endbibitem

%%% 5
\bibitem[\protect\citeauthoryear{Ullah et~al.}{2019}]{5}
\begin{barticle}
\bauthor{\bsnm{Ullah}, \binits{F.U.M.}},
\bauthor{\bsnm{Ullah}, \binits{A.}},
\bauthor{\bsnm{Haq}, \binits{I.U.}},
\bauthor{\bsnm{Rho}, \binits{S.}},
\bauthor{\bsnm{Baik}, \binits{S.W.}}:
\batitle{Short-term prediction of residential power energy consumption via cnn
  and multi-layer bi-directional lstm networks}.
\bjtitle{IEEE Access}
\bvolume{8},
\bfpage{123369}--\blpage{123380}
(\byear{2019})
\end{barticle}
\endbibitem

%%% 6
\bibitem[\protect\citeauthoryear{Yan et~al.}{2019}]{6}
\begin{barticle}
\bauthor{\bsnm{Yan}, \binits{K.}},
\bauthor{\bsnm{Li}, \binits{W.}},
\bauthor{\bsnm{Ji}, \binits{Z.}},
\bauthor{\bsnm{Qi}, \binits{M.}},
\bauthor{\bsnm{Du}, \binits{Y.}}:
\batitle{A hybrid lstm neural network for energy consumption forecasting of
  individual households}.
\bjtitle{Ieee Access}
\bvolume{7},
\bfpage{157633}--\blpage{157642}
(\byear{2019})
\end{barticle}
\endbibitem

%%% 7
\bibitem[\protect\citeauthoryear{Mpawenimana et~al.}{2020}]{7}
\begin{bchapter}
\bauthor{\bsnm{Mpawenimana}, \binits{I.}},
\bauthor{\bsnm{Pegatoquet}, \binits{A.}},
\bauthor{\bsnm{Roy}, \binits{V.}},
\bauthor{\bsnm{Rodriguez}, \binits{L.}},
\bauthor{\bsnm{Belleudy}, \binits{C.}}:
\bctitle{A comparative study of lstm and arima for energy load prediction with
  enhanced data preprocessing}.
In: \bbtitle{2020 IEEE Sensors Applications Symposium (SAS)},
pp. \bfpage{1}--\blpage{6}
(\byear{2020}).
\bcomment{IEEE}
\end{bchapter}
\endbibitem

%%% 8
\bibitem[\protect\citeauthoryear{Pierre et~al.}{2023}]{8}
\begin{barticle}
\bauthor{\bsnm{Pierre}, \binits{A.A.}},
\bauthor{\bsnm{Akim}, \binits{S.A.}},
\bauthor{\bsnm{Semenyo}, \binits{A.K.}},
\bauthor{\bsnm{Babiga}, \binits{B.}}:
\batitle{Peak electrical energy consumption prediction by arima, lstm, gru,
  arima-lstm and arima-gru approaches}.
\bjtitle{Energies}
\bvolume{16}(\bissue{12}),
\bfpage{4739}
(\byear{2023})
\end{barticle}
\endbibitem

%%% 9
\bibitem[\protect\citeauthoryear{da~Silva et~al.}{2022}]{9}
\begin{barticle}
\bauthor{\bsnm{Silva}, \binits{D.G.}},
\bauthor{\bsnm{Geller}, \binits{M.T.B.}},
\bauthor{\bsnm{Santos~Moura}, \binits{M.S.}},
\bauthor{\bsnm{Moura~Meneses}, \binits{A.A.}}:
\batitle{Performance evaluation of lstm neural networks for consumption
  prediction}.
\bjtitle{e-Prime-Advances in Electrical Engineering, Electronics and Energy}
\bvolume{2},
\bfpage{100030}
(\byear{2022})
\end{barticle}
\endbibitem

%%% 10
\bibitem[\protect\citeauthoryear{Elsaraiti et~al.}{2021}]{10}
\begin{bchapter}
\bauthor{\bsnm{Elsaraiti}, \binits{M.}},
\bauthor{\bsnm{Ali}, \binits{G.}},
\bauthor{\bsnm{Musbah}, \binits{H.}},
\bauthor{\bsnm{Merabet}, \binits{A.}},
\bauthor{\bsnm{Little}, \binits{T.}}:
\bctitle{Time series analysis of electricity consumption forecasting using
  arima model}.
In: \bbtitle{2021 IEEE Green Technologies Conference (GreenTech)},
pp. \bfpage{259}--\blpage{262}
(\byear{2021}).
\bcomment{IEEE}
\end{bchapter}
\endbibitem

%%% 11
\bibitem[\protect\citeauthoryear{Wang and Meng}{2012}]{11}
\begin{barticle}
\bauthor{\bsnm{Wang}, \binits{X.}},
\bauthor{\bsnm{Meng}, \binits{M.}}:
\batitle{A hybrid neural network and arima model for energy consumption
  forcasting.}
\bjtitle{J. Comput.}
\bvolume{7}(\bissue{5}),
\bfpage{1184}--\blpage{1190}
(\byear{2012})
\end{barticle}
\endbibitem

%%% 12
\bibitem[\protect\citeauthoryear{Elsaraiti and Merabet}{2021}]{12}
\begin{barticle}
\bauthor{\bsnm{Elsaraiti}, \binits{M.}},
\bauthor{\bsnm{Merabet}, \binits{A.}}:
\batitle{A comparative analysis of the arima and lstm predictive models and
  their effectiveness for predicting wind speed}.
\bjtitle{Energies}
\bvolume{14}(\bissue{20}),
\bfpage{6782}
(\byear{2021})
\end{barticle}
\endbibitem

%%% 13
\bibitem[\protect\citeauthoryear{Lu et~al.}{2022}]{13}
\begin{barticle}
\bauthor{\bsnm{Lu}, \binits{C.}},
\bauthor{\bsnm{Li}, \binits{S.}},
\bauthor{\bsnm{Lu}, \binits{Z.}}:
\batitle{Building energy prediction using artificial neural networks: A
  literature survey}.
\bjtitle{Energy and Buildings}
\bvolume{262},
\bfpage{111718}
(\byear{2022})
\end{barticle}
\endbibitem

%%% 14
\bibitem[\protect\citeauthoryear{Ediger and Akar}{2007}]{14}
\begin{barticle}
\bauthor{\bsnm{Ediger}, \binits{V.{\c{S}}.}},
\bauthor{\bsnm{Akar}, \binits{S.}}:
\batitle{Arima forecasting of primary energy demand by fuel in turkey}.
\bjtitle{Energy policy}
\bvolume{35}(\bissue{3}),
\bfpage{1701}--\blpage{1708}
(\byear{2007})
\end{barticle}
\endbibitem

%%% 15
\bibitem[\protect\citeauthoryear{Zheng et~al.}{2023}]{15}
\begin{barticle}
\bauthor{\bsnm{Zheng}, \binits{P.}},
\bauthor{\bsnm{Zhou}, \binits{H.}},
\bauthor{\bsnm{Liu}, \binits{J.}},
\bauthor{\bsnm{Nakanishi}, \binits{Y.}}:
\batitle{Interpretable building energy consumption forecasting using spectral
  clustering algorithm and temporal fusion transformers architecture}.
\bjtitle{Applied Energy}
\bvolume{349},
\bfpage{121607}
(\byear{2023})
\end{barticle}
\endbibitem

%%% 16
\bibitem[\protect\citeauthoryear{Zhou et~al.}{2024}]{16}
\begin{barticle}
\bauthor{\bsnm{Zhou}, \binits{H.}},
\bauthor{\bsnm{Zheng}, \binits{P.}},
\bauthor{\bsnm{Dong}, \binits{J.}},
\bauthor{\bsnm{Liu}, \binits{J.}},
\bauthor{\bsnm{Nakanishi}, \binits{Y.}}:
\batitle{Interpretable feature selection and deep learning for short-term
  probabilistic pv power forecasting in buildings using local monitoring data}.
\bjtitle{Applied Energy}
\bvolume{376},
\bfpage{124271}
(\byear{2024})
\end{barticle}
\endbibitem

%%% 17
\bibitem[\protect\citeauthoryear{Satria et~al.}{2022}]{17}
\begin{barticle}
\bauthor{\bsnm{Satria}, \binits{H.}},
\bauthor{\bsnm{Lubis}, \binits{M.M.G.}},
\bauthor{\bsnm{Putri}, \binits{S.M.}}:
\batitle{Design of household electricity protection and monitoring automation
  with iot esp32}.
\bjtitle{Andalasian International Journal of Applied Science, Engineering and
  Technology}
\bvolume{2}(\bissue{3}),
\bfpage{133}--\blpage{139}
(\byear{2022})
\end{barticle}
\endbibitem

%%% 18
\bibitem[\protect\citeauthoryear{Abed and Naser}{2020}]{18}
\begin{barticle}
\bauthor{\bsnm{Abed}, \binits{I.A.}},
\bauthor{\bsnm{Naser}, \binits{H.Y.}}:
\batitle{Esp32 microcontroller based smart power meter system design and
  implementation}.
\bjtitle{Al-Rafidain Engineering Journal (AREJ)}
\bvolume{25}(\bissue{2}),
\bfpage{136}--\blpage{143}
(\byear{2020})
\end{barticle}
\endbibitem

%%% 19
\bibitem[\protect\citeauthoryear{Ivan~Danu et~al.}{2024}]{19}
\begin{barticle}
\bauthor{\bsnm{Ivan~Danu}, \binits{T.}},
\bauthor{\bsnm{Akhmad~Ahfas}, \binits{A.A.}},
\bauthor{\bsnm{Jamaaluddin}, \binits{J.}}, \betal:
\batitle{Home surveillance monitoring with esp32-cam and sd card for data
  storage}.
\bjtitle{Journal of Computer Networks, Architecture and High Performance
  Computing}
\bvolume{6}(\bissue{1}),
\bfpage{419}--\blpage{429}
(\byear{2024})
\end{barticle}
\endbibitem

%%% 20
\bibitem[\protect\citeauthoryear{Xue and Hua}{2016}]{20}
\begin{barticle}
\bauthor{\bsnm{Xue}, \binits{D.-m.}},
\bauthor{\bsnm{Hua}, \binits{Z.-q.}}:
\batitle{Arima based time series forecasting model}.
\bjtitle{Recent Advances in Electrical \& Electronic Engineering (Formerly
  Recent Patents on Electrical \& Electronic Engineering)}
\bvolume{9}(\bissue{2}),
\bfpage{93}--\blpage{98}
(\byear{2016})
\end{barticle}
\endbibitem

%%% 21
\bibitem[\protect\citeauthoryear{Solo}{1984}]{21}
\begin{barticle}
\bauthor{\bsnm{Solo}, \binits{V.}}:
\batitle{The order of differencing in arima models}.
\bjtitle{Journal of the American Statistical Association}
\bvolume{79}(\bissue{388}),
\bfpage{916}--\blpage{921}
(\byear{1984})
\end{barticle}
\endbibitem

%%% 22
\bibitem[\protect\citeauthoryear{Yu et~al.}{2019}]{22}
\begin{barticle}
\bauthor{\bsnm{Yu}, \binits{Y.}},
\bauthor{\bsnm{Si}, \binits{X.}},
\bauthor{\bsnm{Hu}, \binits{C.}},
\bauthor{\bsnm{Zhang}, \binits{J.}}:
\batitle{A review of recurrent neural networks: Lstm cells and network
  architectures}.
\bjtitle{Neural computation}
\bvolume{31}(\bissue{7}),
\bfpage{1235}--\blpage{1270}
(\byear{2019})
\end{barticle}
\endbibitem

%%% 23
\bibitem[\protect\citeauthoryear{Alfaki and Masih}{2015}]{23}
\begin{barticle}
\bauthor{\bsnm{Alfaki}, \binits{M.M.A.}},
\bauthor{\bsnm{Masih}, \binits{S.B.}}:
\batitle{Modeling and forecasting by using time series arima models}.
\bjtitle{International Journal of Engineering Research \& Technology (IJERT)}
\bvolume{4}(\bissue{3}),
\bfpage{2278}--\blpage{0181}
(\byear{2015})
\end{barticle}
\endbibitem

%%% 24
\bibitem[\protect\citeauthoryear{Xue and Hua}{2016}]{24}
\begin{barticle}
\bauthor{\bsnm{Xue}, \binits{D.-m.}},
\bauthor{\bsnm{Hua}, \binits{Z.-q.}}:
\batitle{Arima based time series forecasting model}.
\bjtitle{Recent Advances in Electrical \& Electronic Engineering (Formerly
  Recent Patents on Electrical \& Electronic Engineering)}
\bvolume{9}(\bissue{2}),
\bfpage{93}--\blpage{98}
(\byear{2016})
\end{barticle}
\endbibitem

%%% 25
\bibitem[\protect\citeauthoryear{Sherstinsky}{2020}]{25}
\begin{barticle}
\bauthor{\bsnm{Sherstinsky}, \binits{A.}}:
\batitle{Fundamentals of recurrent neural network (rnn) and long short-term
  memory (lstm) network}.
\bjtitle{Physica D: Nonlinear Phenomena}
\bvolume{404},
\bfpage{132306}
(\byear{2020})
\end{barticle}
\endbibitem

\end{thebibliography}
