Contents lists available at ScienceDirect
Solar Energy
journal homepage: www.elsevier.com/locate/solener
Multi-objective optimization of energy performance of a building
considering diferent confgurations and types of PCM
Elin Markarian
a
, Farivar Fazelpour
b,
⁎
a
Department of Mechanical Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran
b
Department of Energy Systems Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran
ARTICLE INFO
Keywords:
Energy performance
Economic assessment
Genetic algorithm
HAVC
PCM
ABSTRACT
Phase change materials (PCM) can be outftted in building envelopes to not only provide thermal comfort for
occupants but also trim heating, ventilation and air conditioning (HVAC) loads. However, the efcacy of PCMs
depends highly on its thermo-physical properties and climatic condition. In this regard, a multi-objective op-
timization technique is adopted to unearth the optimal type and location of PCM that can minimize heating and
cooling loads considering fve cities of Iran namely Tehran, Tabriz, Bandar Abas, Shiraz and Yazd with dis-
tinctive climates. Then, the optimal PCMs are environmentally and economically assessed. The study showed
that the PCM with a melting temperature of 25 °C outperforms in terms of cooling load while the PCM with a
melting temperature of 21 °C favors the heating performance. Moreover, the utilization of PCM results in
electricity saving of 4.5–5.5% for all the climates. On average, the annual carbon footprint is reduced by
1297 kg, 1420 kg, 2040 kg, 1027 kg, and 1248 kg for Tehran, Tabriz, Bandar Abas, Shiraz, and Yazd, respec-
tively. The payback period was found to be more than 70 years for all the cities considering current economic
conditions. However, the energy subsidies are projected to fall in the near future that may make PCM integration
economically feasible.
1. Introduction
Building sector, contributing to one-third of greenhouse gas emis-
sions, accounts for 30–40% of primary energy consumption (Wan Mohd
Nazi et al., 2017; Omrany et al., 2016; D'Alessandro et al., 2018; Pop
et al., 2018). An increase in building energy demand is also prog-
nosticated due largely to growing population, enhancing indoor com-
fort conditions and climate change (Souayfane et al., 2016). Moreover,
according to Paris agreement (COP21), many countries including Iran
are obliged to adopt low-carbon policies (Ascione, 2017; Wang et al.,
2018; Fazelpour et al., 2018). Thus, energy efcient design of buildings
and reduction of buildings’ energy consumption can assist the countries
in meeting the terms of the agreement.
Energy efciency of buildings depends heavily on building envelope
and heating, ventilation and air conditioning (HVAC) systems. HVAC
systems represent over 50% of buildings’ energy consumption (Marin
et al., 2016; Verbeke and Audenaert, 2018). Moreover, a great share of
energy is lost through the building envelope (Mao et al., 2019). Ap-
plication of Thermal Energy Storage (TES) in building envelope is a
practical solution to attenuate heating and cooling demand (de Gracia
and Cabeza, 2015; Parameshwaran et al., 2012; Memon, 2014; Xie
et al., 2018). The storage can be performed using three methods
(Kenisarin and Mahkamov, 2016; Mehling and Cabeza, 2008): ther-
mochemical reaction, sensible heat, and latent heat. Thermochemical
energy storage in which thermochemical materials can undergo re-
versible chemical or physical processes, is in early stages and requires
further development. Sensible heat storage is the most widely applied
method in buildings. The major drawback of this method is the need for
massive materials (Izquierdo-Barrientos et al., 2012). Latent heat en-
ergy storage has been gaining ground in recent years owing to high
energy storage capacity within a narrow temperature range.
Phase Change Materials (PCM) are capable of storing/releasing heat
during a solid/liquid phase change process with an almost isothermal
behavior (Kosny et al., 2013). Their storage capacity is 5–14 times per
unit volume more than that of conventional materials such as masonry,
water and rock (Devaux and Farid, 2017). The benefts of these mate-
rials can be summarized as follows (Zhang et al., 2007; Álvarez et al.,
2013; Ramakrishnan et al., 2015; Kuznik et al., 2011; Osterman et al.,
2012; Mengjie et al., 2017; Lee et al., 2018):
•
Bridging the gap in peak and of-peak loads of electricity need
•
Reducing the electricity bill by shifting the load consumption to of-
https://doi.org/10.1016/j.solener.2019.09.003
Received 20 May 2019; Received in revised form 14 July 2019; Accepted 2 September 2019
⁎
Corresponding author.
E-mail addresses: markarian.elin@gmail.com (E. Markarian), F_fazelpour@azad.ac.ir (F. Fazelpour).
Solar Energy 191 (2019) 481–496
Available online 13 September 2019
0038-092X/ © 2019 International Solar Energy Society. Published by Elsevier Ltd. All rights reserved.
T