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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Published Paper Details:
Paper Title
Transforming Dissolved Oxygen Prediction For Optimal Water Quality In Intensive Aquaculture
Authors
R. Chandupriya, Dharmaiahvari Prasad
Keywords
Water Quality, LightGBM
Abstract
This project introduces a novel approach to forecasting dissolved oxygen levels in aquaculture settings, overcoming complexities in conventional methods. Integrating Light Gradient Boosting Machine (LightGBM) with Bidirectional Simple Recurrent Unit (BiSRU), the model effectively identifies pertinent parameters while minimizing irrelevant variables through linear interpolation and smoothing. LightGBM accurately predicts dissolved oxygen content, while the attention mechanism optimizes BiSRU's hidden states, enhancing predictive accuracy. Outperforming existing models, this hybrid model offers crucial insights for regulating aquaculture water quality. Additionally, an Ensemble model combining Bidirectional LSTM, GRU, Simple RNN, and Attention mechanisms demonstrates further improvement in Mean Squared Error (MSE) compared to individual algorithms, expanding the project's potential impact.
IJCRT's Publication Details
Unique Identification Number - IJCRT2405546
Paper ID - 260279
Page Number(s) - f96-f106
Pubished in - Volume 12 | Issue 5 | May 2024
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
R. Chandupriya, Dharmaiahvari Prasad, "Transforming Dissolved Oxygen Prediction For Optimal Water Quality In Intensive Aquaculture", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 5, pp.f96-f106, May 2024, Available at :http://www.ijcrt.org/papers/IJCRT2405546.pdf
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Volume 12 | Issue 7
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Volume 12 | Issue 7
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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