Bent-cable Regression Applied to the Daily Maximum Temperature in Cairo Through 2021

سمر أحمد حلمی عبد الغنی عبد الغنی, سماح عبد العزیز
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Abstract

We use the so-called bent-cable model to describe the daily maximum temperature in Cairo, Egypt through 2021which exhibit a potentially sharp change in slope. The model comprises two linear segments, joined smoothly by a quadratic bend. The class of bent cables includes, as a limiting case, the popular piecewise-linear model (with a sharp kink), otherwise known as the broken stick. Associated with bent-cable regression is the estimation of the bend width parameter, through which the abruptness of the underlying transition may be assessed. We present worked the recorded maximum temperature in Cairo to demonstrate the regularity and irregularity of bent-cable regression encountered in finite-sample settings. We also presented the projections of the bent-cable for 2022 compared to those of accuweather and broken stick projections. Practical conditions on the design are given to ensure regularity of the full bent-cable estimation problem, if the underlying bend segment has non-zero width. Under such conditions, the least-squares estimators are shown (i) to be consistent, and (ii) to asymptotically follow a multivariate normal distribution. Hence the least-squares estimators are used to analysis the considered data.
弯曲电缆回归应用于开罗至2021年的日最高温度
我们使用所谓的弯曲电缆模型来描述埃及开罗到2021年的日最高温度,其斜率可能会发生急剧变化。该模型由两个线性段组成,通过二次弯曲平滑连接。作为一种极限情况,弯曲电缆的类别包括流行的分段线性模型(带有一个尖锐的扭结),也被称为断棒。与弯曲索回归相关的是弯曲宽度参数的估计,通过它可以评估潜在过渡的突然性。我们目前在开罗工作记录的最高温度,以证明在有限样本设置中遇到的弯曲电缆回归的规律性和不规则性。我们还提出了对2022年弯曲电缆的预测,并与accuweather和断杆预测进行了比较。为保证下弯段宽度不为零时全弯索估计问题的规则性,给出了设计的实际条件。在这种条件下,最小二乘估计量被证明(i)是一致的,(ii)渐近地服从多元正态分布。因此,使用最小二乘估计量来分析所考虑的数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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