Muhammad Ierfan Hasnan’s scientific contributions

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Publications (1)


Figure 3. Regression for; (a) training, (b) validation, (c) testing
Strength of relationship based on correlation coefficient
Cross-correlation among DO, BOD, COD, and NH3-N
NARX-based water quality index model of Air Busuk River using chemical parameter measurements
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September 2021

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71 Reads

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3 Citations

Indonesian Journal of Electrical Engineering and Computer Science

Muhammad Ierfan Hasnan

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Megat Syahirul Amin Megat Ali

p>Water quality plays a major role in issues related to public health and marine life. Hence, monitoring river for contaminations is vital for ensuring safe and sustainable water resources. Conventional method for assessing water quality index is costly as it requires considerable amount of time and laboratory resources. Therefore, this study proposes a water quality index model based on artificial neural network. A six-year data for Air Busuk River is obtained from the Department of Environment. Dissolved oxygen, biological oxygen demand, and ammoniacal nitrogen has shown high correlation with water quality index. The water quality index model is then developed based on these parameters, employing the non-linear autoregressive with exogeneous input structure. Generally, the model which is based on three chemical parameters has shown satisfactory performance with overall regression of 0.8767 and passed the correlation function tests. The model offers a potentially efficient method for assessing water quality with cost-saving benefits for government agencies and monitoring authorities.</p

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Citations (1)


... This unexpected finding warrants further investigation into the mechanisms influencing water pH at varying suspended solid concentrations. Previous studies, including those by [45] and [46] have also noted significant relationships between total suspended solids and turbidity. Interestingly, while the relationship between total suspended solids and pH diminished in the physicochemical model, it reemerged when bacteriological factors and heavy metals were considered [16]. ...

Reference:

Impacts of Rainfall Variability on Water Quality Parameters in the Setiu River, Malaysia
NARX-based water quality index model of Air Busuk River using chemical parameter measurements

Indonesian Journal of Electrical Engineering and Computer Science