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Panita Thusaranon. Integrated rearrange processing of hybrid model with weighted values for PM2.5 forecasting. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2023.
Integrated rearrange processing of hybrid model with weighted values for PM2.5 forecasting
Name: Tatshakon Polsena
Organization :
Dhurakij Pundit University. Big Data Engineer Program
Email :
tatshakon.pol@gmail.com
Name: Duangjai Jitkongchuen
Organization :
Big Data Institute (Public Organization)
Email :
duangjai.ji@depa.or.th
Name: Panita Thusaranon
Organization :
Dhurakij Pundit University. International College
Email :
panita.thu@dpu.ac.th
keyword:
Moving Average
LCSH:
Box-Jenkins forecasting
;
ARIMA
Abstract:
This paper suggests using the integrated two
hybrid models, ARIMA-LSTM and LSTM-ARIMA forecasting
model, with weighing values for PM2.5 forecasting. The dataset,
PM2.5 data of Bangkok, included wind direction (WD), wind
speed (WS), temperature (Temp), and particulate matter 2.5
(PM2.5) for hourly data updated. The experiment results found
that two hybrid models forecasting by ARIMA-LSTM &
LSTM-ARIMA with then adjusting the weights ratio can
predict the lower error when comparing forecasting with the
other algorithms. Specifically, forecasting by a set of hybrid
models with an LSTM Univariate Variable
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2023
Modified:
2024-12-20
Issued:
2024-12-20
บทความ/Article
application/pdf
BibliograpyCitation :
In IEEE Computational Intelligence Society Thailand Chapter, King Mongkut's Institute of Technology Ladkrabang. School of Information Technology and Universitas Gadjah Mada. Department of Electrical Engineering and Information Technology. The 15th International Conference on Information Technology and Electrical Engineering (ICITEE 2023) (pp.237-240) Nonthaburi : IEEE Computational Intelligence Society Thailand Chapter, 2023
eng
©copyrights King Mongkut's University of Technology North Bangkok
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ใช้เวลา
0.020138 วินาที
Tatshakon Polsena
| Title | Contributor | Type |
|---|---|---|
| Integrated rearrange processing of hybrid model with weighted values for PM2.5 forecasting
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Tatshakon Polsena;Duangjai Jitkongchuen;Panita Thusaranon | บทความ/Article |
Duangjai Jitkongchuen
| Title | Contributor | Type |
|---|---|---|
| Integrated rearrange processing of hybrid model with weighted values for PM2.5 forecasting
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Tatshakon Polsena;Duangjai Jitkongchuen;Panita Thusaranon | บทความ/Article | |
| An improvement of whale optimization algorithm with RAO algorithm for optimization problems
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Sakkayaphop Pravesjit;Arit Thammano;Krittika Kantawong;Duangjai Jitkongchuen;Panchit Longpradit;Rattasak Pengchata | บทความ/Article |
Panita Thusaranon
| Title | Contributor | Type |
|---|---|---|
| Integrated rearrange processing of hybrid model with weighted values for PM2.5 forecasting
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Tatshakon Polsena;Duangjai Jitkongchuen;Panita Thusaranon | บทความ/Article |