| ชื่อเรื่อง | : | The prediction of monthly average solar radiation with TDNN and ARIMA. |
| นักวิจัย | : | Wu, Ji. , Chan, C. K. |
| คำค้น | : | DRNTU::Engineering::Electrical and electronic engineering. |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2555 |
| อ้างอิง | : | Wu, J., & Chan, C. K. (2012). The prediction of monthly average solar radiation with TDNN and ARIMA. 2012 11th International Conference on Machine Learning and Applications (ICMLA), 469-474. , http://hdl.handle.net/10220/16877 , http://dx.doi.org/10.1109/ICMLA.2012.225 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | - |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | In this paper, two well-known algorithms: ARIMA and TDNN (Time Delay Neural Network) are applied to conduct the short term prediction of solar radiation. For the daily solar radiation series is non-stable due to the fast weather changing, monthly average solar radiation is adopted as the data source. As ARIMA model requires the time series to be stationary, first order difference is performed on the monthly solar radiation to obtain a stationary series. AIC (Akaike's Information Criterion) is used to identify the optimal prediction model. TDNN is also used to do prediction of the monthly average solar radiation and LM (Levenberg -- Marquard) is chosen as the training algorithm. The performance of these two prediction models are compared with each other. |
| บรรณานุกรม | : |
Wu, Ji. , Chan, C. K. . (2555). The prediction of monthly average solar radiation with TDNN and ARIMA..
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Wu, Ji. , Chan, C. K. . 2555. "The prediction of monthly average solar radiation with TDNN and ARIMA.".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Wu, Ji. , Chan, C. K. . "The prediction of monthly average solar radiation with TDNN and ARIMA.."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print. Wu, Ji. , Chan, C. K. . The prediction of monthly average solar radiation with TDNN and ARIMA.. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.
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