ONE-DAY-AHEAD TEMPERATURE PREDICTION USING A NEW NEURAL NETWORK

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RAHMANI A.M.; TESHNEHLAB M.

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Journal Paper

Paper Information

Journal: INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE (ENGLISH) Year:2005 | Volume:16 | Issue:3 Page(s): 1-8

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Information Journal Paper

Title

ONE-DAY-AHEAD TEMPERATURE PREDICTION USING A NEW NEURAL NETWORK

Author(s)

RAHMANI A.M. | TESHNEHLAB M. | Issue Writer Certificate

Keywords

TIME DELAY CEREBELLAR MODEL ARITHMETIC COMPUTER (TD-CMAC)Q4

TIME SERIESQ4

MULTI-LAYER PERCEPTRONQ4

DAILY MINIMUM/MAXIMUM TEMPERATUREQ4

ONE-DAYAHEAD PREDICTIONQ4

Abstract

This paper introduces a new structure in neural networks called as TD-CMAC (Time Delay Cerebellar Model Articulation Controller), an extension to the conventional CMAC.,TD-CMAC has reasonable ability in TIME SERIES prediction and requires fewer memory sizes. The suggested new model, the conventional CMAC and the classical MULTI-LAYER PERCEPTRON neural network (MLP) are demonstrated and validated for one-day-ahead prediction of DAILY MINIMUM/MAXIMUM TEMPERATURE. The comparison between different models shows that the TD-CMAC is likely to be suitable for our purpose.

Cites

PREDICTION OF MAXIMUM TEMPERATURES THROUGH ARTIFICIAL NEURAL NETWORK CASE STUDY: ARDABLI TOWNSHIP

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Cite

APA: Copy

RAHMANI, A.M., & TESHNEHLAB, M.. (2005). ONE-DAY-AHEAD TEMPERATURE PREDICTION USING A NEW NEURAL NETWORK. INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE (ENGLISH), 16(3), 1-8. SID. https://sid.ir/paper/52579/en

Vancouver: Copy

RAHMANI A.M., TESHNEHLAB M.. ONE-DAY-AHEAD TEMPERATURE PREDICTION USING A NEW NEURAL NETWORK. INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE (ENGLISH)[Internet]. 2005;16(3):1-8. Available from: https://sid.ir/paper/52579/en

IEEE: Copy

A.M. RAHMANI, and M. TESHNEHLAB, “ONE-DAY-AHEAD TEMPERATURE PREDICTION USING A NEW NEURAL NETWORK,” INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE (ENGLISH), vol. 16, no. 3, pp. 1–8, 2005, [Online]. Available: https://sid.ir/paper/52579/en

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