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Dergiler / European Journal of Technique / 2017 / Cilt: 7 - Sayı: 2

PREDICTION OF THERMAL PERFORMANCE OF DESIGNED DIFFERENT OBSTACLES ON ABSORBER PLATES IN SOLAR AIR COLLECTORS BY SUPPORT VECTOR MACHINE

Fatih KOÇYİĞİT
Vedat Veli ÇAY
Ömer Osman DURSUN
Ebru Kavak AKPINAR
Sayfa
186–194
Yayın Tarihi
2017-12-30
DOI
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Yapay Zeka Hızlı Bakış & Çıkarımlar

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⚡ TL;DR(1 Cümlede Hızlı Çıkarım)

Comparison between predicted and experimental results indicates that the proposed SVM model can be used for estimating the efficiency of SAHs with reasonable accuracy.

📌 3 Maddede Bu Makale

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Amaç & Hipotez:In this study, energy performance of a new flat plate solar air collector (SAHs) with different obstacles at fin shape and rectangle Type I and Type II was investigated.
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Temel Bulgular & Veri:Further, the measurements were performed at different values of mass flow rate of air (0.0074, 0.0052, 0.0016 kg/s).
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Sonuç & Katkı:Comparison between predicted and experimental results indicates that the proposed SVM model can be used for estimating the efficiency of SAHs with reasonable accuracy.
🔬Tür:Modelleme & Sayısal Simülasyon
📍Kapsam:Genişletilmiş Akademik Örneklem
⚙️Değişkenler:Solar Air Collector · Thermal Efficiency · SVM

Abstract

In this study, energy performance of a new flat plate solar air collector (SAHs) with different obstacles at fin shape and rectangle Type I and Type II was investigated. The measured parameters were the inlet and outlet temperatures, the absorbing plate temperatures, the ambient temperature, and the solar radiation. Further, the measurements were performed at different values of mass flow rate of air (0.0074, 0.0052, 0.0016 kg/s). The thermal efficiency was calculated based on the measurements The results obtained were trained and tested with the support vector machine (SVM) which is one of the regression analyse methods. 10-fold cross-validation method was used to evaluate the regression performance. The best regression analysis result was obtained using cubic SVM method in which R2 was 0.88 in the Type II air collector. Comparison between predicted and experimental results indicates that the proposed SVM model can be used for estimating the efficiency of SAHs with reasonable accuracy.

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Bu Makaleye Atıf Yap

KOÇYİĞİT, F., ÇAY, V. V., DURSUN, Ö. O., AKPINAR, E. K. (2017). PREDICTION OF THERMAL PERFORMANCE OF DESIGNED DIFFERENT OBSTACLES ON ABSORBER PLATES IN SOLAR AIR COLLECTORS BY SUPPORT VECTOR MACHINE. European Journal of Technique, Cilt: 7 - Sayı: 2, 186–194. https://ajindex.com/articles/194454

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Kaynakça (15)

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