1. Introduction
Solar energy constitutes a sustainable and economically viable solution for low-temperature heat applications, including swimming pool heating. Given the relatively moderate temperature levels required and the strong coincidence between solar availability and pool usage periods, solar thermal systems are particularly well-suited for this purpose. In summer, solar energy can be used to heat the pool water, thereby mitigating the problem of surplus thermal energy produced by solar collectors. Swimming pools experience significant and persistent heat losses driven by evaporation, convective heat transfer, long-wave radiation flux, which leads to continuous heating demand. As a result, their specific energy consumption is often considerably high, making them a critical target for energy efficiency improvements and the integration of renewable energy technologies [
1,
2]. In this context, the decarbonization of pool heating systems is essential not only to reduce greenhouse gas emissions but also to limit long-term operational costs.
Solar thermal heating systems are mature, energy-efficient technology for swimming pool applications, particularly in outdoor and semi-open configurations. Their straightforward integration with existing hydraulic and filtration systems, combined with their ability to reduce auxiliary energy demand significantly, makes them a key strategy for lowering fossil fuel dependency. A comprehensive state-of-the-art review by Li et al. [
3] indicates that unglazed solar collectors are frequently employed in such applications due to their high efficiency under low temperature differences, low investment cost, and simple operation. Nevertheless, the actual performance of solar pool heating systems is strongly influenced by climatic conditions, system configuration, collector type, and control strategies. Parameters such as solar irradiance, ambient temperature, wind speed, and humidity directly affect both heat gains and losses, and consequently determine the achievable solar fraction and seasonal efficiency.
Several experimental and numerical studies have demonstrated the technical feasibility and energy benefits of solar pool heating systems. Ruiz and Martínez [
4] developed a TRNSYS model validated with experimental data for an outdoor swimming pool and showed that solar systems can supply a large share of annual heating demand when properly sized. Similarly, Lugo et al. [
5] combined numerical simulations with experimental validation for warm climates, highlighting the strong influence of collector area, mass flow rate, and control strategies on system efficiency.
Hydraulic parameters and control strategies have been identified as key factors in optimizing system performance by Zhao et al. [
6]. They experimentally showed that reducing flow rate and pump speed improves collector efficiency while lowering electricity consumption. These results were confirmed by Cunio and Sproul [
7], who reported enhanced energy savings and thermal efficiency for unglazed solar collectors operating under reduced flow conditions.
Analysis of solar heating of swimming pools using the utilizability method was presented in the article [
1] by Gonçalves et al. This approach allows the evaluation of solar energy contribution under varying climatic and operational conditions. The study demonstrates that the utilizability method, similarly as presented in the article [
8], is an effective tool for optimizing solar thermal system design and predicting energy savings in pool heating applications. Simulations were performed for several locations in Brazil. The solar fraction values were determined under the following conditions: a pool surface area of 250 m², a collector surface area of 150 m², and a water temperature of 30 °C.
Beyond conventional solar thermal systems, hybrid solutions have received increasing attention. Solar-assisted heat pump systems have been investigated by Starke et al. [
9] and Li et al. [
10], who demonstrated that the integration of solar collectors with heat pumps and thermal energy storage significantly improves seasonal performance. Similar conclusions were drawn by Ren et al. [
11], who showed that hybrid thermal energy storage enhances operational stability and reduces auxiliary energy use. Sezen and Gungor [
12] further confirmed through a comparative review that solar-assisted heat pump systems outperform standalone systems in terms of efficiency.
More recently, integrated photovoltaic/thermal systems have been proposed for pool heating applications. Luo et al. [
13] experimentally and theoretically analyzed a solar PV/T pool system and demonstrated that simultaneous heat and electricity generation can significantly improve overall system efficiency. At a real scale, Katsaprakakis [
14] reported the successful implementation of a solar-combi system for swimming pool heating and domestic hot water production in Greece, achieving substantial fossil fuel savings.
From an economic and sustainability perspective, Mardi El et al. [
15] conducted a life-cycle cost of heat assessment and showed that solar thermal collectors and PV-assisted heat pump systems represent some of the most cost-effective and environmentally sustainable solutions for indoor swimming pools. However, their performance and economic viability are highly sensitive to local climatic conditions and energy prices.
Water in open reservoirs generally has a lower temperature than the surrounding air due to heat losses caused, among other factors, by evaporation. In high-latitude countries, solar energy alone is often insufficient to maintain a comfortable water temperature in outdoor pools, which necessitates additional heating. Water heating is also commonly used in warm-climate countries to extend the swimming season. Due to the high cost of heating with conventional energy sources, solar energy is widely used for heating outdoor pools. The use of heat pumps is also a beneficial solution. However, this does not necessarily mean abandoning solar energy, which can significantly support the operation of heat pumps. Solar heating of outdoor pools is a very cost-effective method, particularly when simple unglazed solar collectors are used, directly connected to the pool heat system.
Pool water temperature is governed by multiple interacting factors, such as solar radiation, ambient air temperature, wind speed, humidity, and the surface area of installed solar collectors. In this study, a mathematical model was developed that incorporates these variables by dividing the daily cycle into two distinct periods, daytime and nighttime, defined by sunrise and sunset. When combined with the concept of utilizability, this approach yields a relatively simple model that provides an adequate representation of the real process. Thermal performance was evaluated under a range of operating conditions. Furthermore, achievable water temperatures under different climatic conditions in three European cities were analyzed: Thessaloniki, Krakow, and Stockholm. These cities are located near the 20°E meridian and at latitudes of 40°, 50°, and 60°N, respectively. Simulations were conducted to assess the maximum pool water temperature at these locations assuming identical collector and pool surface areas. The calculations were performed using the proposed model and the POLYSUN simulation software.