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International Journal of AI for
            Materials and Design
                                                            Phase change materials and digital twin technology in thermal energy


            building industry is a major contributor to carbon dioxide   conditions, 26,27  measurement methodologies, encapsulation
            (CO₂) emissions and the largest consumer of energy   techniques, and nano-PCMs. 28-30
            worldwide, accounting for more than 33.33% of  total   A critical issue in TES and heat insulation within
            energy consumption.  In addition, heating, ventilation,   buildings remains a major challenge.  For example,
                             2,6
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            and air conditioning (HVAC) systems are responsible for   Jiang et al.  developed a novel self-reinforced composite
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            50 – 60% of a building’s energy usage.  Governments and   PCM through hot-melt extrusion, designed for heat
                                          7,8
            communities aim to reduce energy consumption without   storage.  Wang  et  al.  constructed a unique packed-
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            compromising thermal comfort in buildings, regardless of   bed structure for storing heat, capable of withstanding
            weather conditions.  One significant challenge in this area   medium  to high  temperatures.   In  the  context  of
                           9,10
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            is the development of new technologies to promote energy   smart buildings, Antoniadou-Plytaria et al.  proposed
                                                                                                    34
            conservation and efficiency. Thermal energy storage (TES)   an energy management system for microgrids based
            systems, when installed in buildings, can reduce peak energy   on batteries. Their simulations demonstrated that the
            demand and enhance heating and cooling efficiency.  The   framework could reliably predict operational costs and
                                                      11
            building industry has shown considerable interest in phase   enhance battery performance.  Ren et al.  compared
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            change materials (PCMs) due to their high energy storage   two solar-powered systems: System P, which used solar
            density and the ability to store thermal energy through   thermal collectors (to transform sunlight into heat) and
            a permanent phase transition.  Applications of PCMs, a   photovoltaic panels (to convert sunlight into electricity),
                                    12
            comprehensive TES technology, have gained significant   and  System  Q, which employed  photovoltaic  thermal
            attention for improving cooling efficiency while reducing   collectors to generate both thermal and electrical energy
            overall building energy consumption, making them a   from solar power.  In addition, Lin et al.  introduced a
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            popular topic among engineers and architects. 13   thermoelectrically-powered wireless sensor network for
              Heat storage can be achieved through sensible, latent,   environmental monitoring in building envelopes. Their
            or thermochemical means, which are the three primary   design, which features self-powered capabilities, thermally
            methods used to store thermal energy.  Among the   optimized  components,  and  milliwatt  power  control,
                                              14
            various energy storage technologies, TES stands out as   could offer significant benefits for low-power, inexpensive
            highly environmentally beneficial.  PCM-based TES   environmental monitoring. 36
                                         15
            systems show significant potential to absorb or release   Yu  et al.  explored a novel approach to harnessing
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            substantial energy during phase transitions under nearly   solar energy by integrating two form-stable PCMs within a
            isothermal conditions, making them a promising avenue   humid environment containing dissolved CO₂. The distinct
            for research.  There  are primarily three  types  of PCMs,   electrical resistivities and phase transition temperatures
                      16
            classified according to their charging and discharging   of these PCMs enable energy harvesting independent of
            processes: organic, inorganic, and eutectic. Salt hydrates   conventional thermoelectric devices. The process utilizes
            are an example of an inorganic PCM, while organic PCMs   the Seebeck effect, where the temperature differential
            include substances, such as paraffin waxes, fatty acids,   between the PCMs generates electricity, offering an
            and fatty acid esters. Eutectic PCMs, which are polymeric   innovative method for sustainable energy production
            compounds, include eutectic salts and solutions.    using PCMs and environmental CO₂.
                                                        1,17
            Another way to categorize PCMs is based on the type of
            phase transition they undergo: solid-liquid, solid-solid, and   1.1. Role of digital twin (DT) technology in PCM-TES
                   18
            solid-gas.  Among these, solid-liquid PCMs are generally   systems
            the best choice for energy storage due to their low cost, high   Lv  et al.  discovered that DT technology significantly
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            latent heat, and other desirable properties. 19,20  However,   improves the efficiency and performance of PCM-based
            despite these advantages, limitations such as super-cooling   TES systems. By creating a virtual replica of the physical
            and low latent heat can restrict their widespread use. 21  system, DT enables real-time monitoring, simulation, and
              Several  reviews  have  focused  on  PCMs  and  their   optimization of PCM behavior during energy storage and
            potential applications for cooling in buildings. For instance,   release.  The  virtual  models  are  continuously  updated  to
            Oropeza-Perez et al.  reviewed active and passive cooling   accurately reflect changes in the physical system, facilitating
                            22
            in homes, while Monghasemi et al.  explored research on   precise  predictions  of  temperature  distributions,  phase
                                        23
            integrating solar chimneys with HVAC systems in buildings.   transitions, and  energy  transfer dynamics.  In  PCM-TES
            Khan  et al.  provided a review of PCM applications in   systems, DT technology plays a vital role in enhancing
                     24
            solar-powered refrigeration systems. Additional  PCM   system operations by providing accurate forecasts of
            research topics include climate control and heating   energy  demand  and  storage  capacity.  For  example,  DT
            (PCM-TES),  investigations under specific environmental   can  simulate  various  environmental  conditions, such  as
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            Volume 1 Issue 3 (2024)                         51                             doi: 10.36922/ijamd.4696
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