ASSESSMENT OF THE SPLINE INTERPOLATION METHOD'S PERFORMANCE IN PREDICTING AND MAPPING THE PHOSPHATE OVER THE COASTAL WATERS OF PULAU TUBA, LANGKAWI, KEDAH

S. A. Kamaruddin, A. R. Hashim, Munawwarah Arsyad, Nur Izzati Mohd Rizal, Behzad Khairiah Lee, N. Ramli, Nurrul Zalaikha Zainal, Jumiati Mohd Tahir, Syasya Adhwa Ahmad Afiza, Nurul Zafirah Hamka, E. N. Mat Nazir
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Abstract

To date, there has been limited knowledge on the applicability of the spline interpolation method to estimate coastal water quality parameters. This study aims to assess the performance of the regularised and tension spline interpolation techniques for predicting and mapping the phosphate concentration in the surface water of Pulau Tuba, Langkawi, Kedah. Sampling points were set up randomly along the coastal water of Pulau Tuba in November 2018. Samples were obtained using the Niskin Water Sampler at 1 meter below the surface and immediately transported into the marine technology laboratory. Phosphate levels were determined using an Ultraviolet Visible spectrophotometer and the ascorbic acid technique. The Geographic Positioning System (GPS) was used to record the geolocation of each sampling point. The training set (50%) and the testing set (50%) were chosen randomly based on 20 sampling points. The regularized and tension spline interpolation methods were used for this study. Evaluation of prediction of models was carried out using the Root Mean Square Error (RMSE) statistics. The study found that the tension spline interpolation method better predicted phosphate concentration. The Root Mean Square Error (RMSE) was reported at 0.106 and 0.094 for the regularized and tension spline interpolation methods, respectively. Concerned parties can utilize the study's findings as guidelines for monitoring, managing, and developing strategic strategies for the long-term development of the coastal waters of Pulau Tuba, Langkawi, Kedah.
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样条插值方法在预测和绘制吉打州兰卡威图巴岛沿海水域磷酸盐的性能评估
迄今为止,关于样条插值方法在估计沿海水质参数方面的适用性的知识有限。本研究旨在评估用于预测和绘制吉打州浮罗交怡图巴岛地表水中磷酸盐浓度的正则化和张力样条插值技术的性能。2018年11月,我们在图巴岛沿岸水域随机设置了采样点。使用Niskin水采样器在水面以下1米处获得样品,并立即运送到海洋技术实验室。磷酸盐水平用紫外可见分光光度计和抗坏血酸技术测定。利用地理定位系统(GPS)记录每个采样点的地理位置。训练集(50%)和测试集(50%)是基于20个采样点随机选择的。本研究采用正则化和张力样条插值方法。使用均方根误差(RMSE)统计量对模型的预测进行评估。研究发现张力样条插值法能较好地预测磷酸盐浓度。正则化和张力样条插值方法的均方根误差(RMSE)分别为0.106和0.094。有关各方可以利用这项研究的结果作为监测、管理和制定战略战略的指导方针,以促进吉打州兰卡威的图巴岛沿海水域的长期发展。
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