Recent years have seen tremendous maritime and coastal development all across the world [1]. Particularly, over the past few years, the offshore and onshore landscape of Dubai, United Arab Emirates, has undergone substantial growth [2] Designing various maritime and coastal constructions necessitates thorough understanding of and analysis of historical data regarding various environmental variables, such as waves. For instance, the design wave heights for various return periods are used to create safe and cost-effective coastal and offshore constructions [3]. Similar to how it effects high wave heights, climate change has an impact on the safety of existing infrastructure [1]. Consequently, an essential component of designing coastal structures is the accurate quantification of wave statistics, such as the extreme wave height. For instance, a bad estimate of the design wave height of a structure could result in a bad design that could result in expensive overdesign or structural failure [4,5]. One of the issues affecting cities, coastlines, agriculture, water supplies, and natural ecosystems worldwide [6,7] is climate change [8,9]. But coastal areas are particularly susceptible to its effects. The coastal infrastructure is severely damaged by coastal processes such sea level rise, coastal flooding and erosion, and storm surge that affect coasts and beaches [10–14]. Extreme event analysis was done by Chini et al. (2010) to evaluate the effects of climate change on inshore waves and the frequency of extreme events [7]. The study found that sea-level rise had an impact on wave statistics. The authors also contend that exceptional wave heights and frequency will both significantly rise as a result of climate change [7].