Computers and Chemical Engineering 76 (2015) 76–86
Contents lists available at ScienceDirect
Computers and Chemical Engineering
j our na l ho me pa g e: www.elsevier.com/locate/compchemeng
Multi-objective optimization methodology to size cogeneration
systems for managing flares from uncertain sources during abnormal
process operations
Monzure-Khoda Kazi, Fahd Mohammed, Ahmed Mhd Nabil AlNouss, Fadwa Eljack
∗
Qatar University, Department of Chemical Engineering, College of Engineering, P.O. Box-2713, Doha, Qatar
a r t i c l e i n f o
Article history:
Received 18 September 2014
Received in revised form 10 February 2015
Accepted 18 February 2015
Available online 25 February 2015
Keywords:
Flare minimization
Cogeneration
Optimal sizing
Process integration
Greenhouse gas emissions
Uncertainty
a b s t r a c t
Flaring is common practice in industries to reduce the risk during abnormal situations, to maintain the
product quality or to operate safely during process start up and shut down. Due to its large negative
impacts on the environment and society, various protocol and steps, i.e., Kyoto protocol, the United
Nations Environment Programme, have been created for future mitigation. There is significant amount of
heating value lost during flaring events. A cogeneration (COGEN) system can use waste flare streams as
fuel to generate heat and power within a process. The objective of this work is to develop an optimization
framework for sizing a COGEN unit to manage flares from uncertain sources by minimizing the overall cost
and emissions of greenhouse gases. Multi-objective trade-offs between the economic, environmental, and
energetic aspects are presented through Pareto fronts for a base case ethylene plant using a stochastic
optimization technique based on genetic algorithm.
© 2015 Elsevier Ltd. All rights reserved.
1. Introduction
Flaring is a very common practice across all industrial plants.
Industries usually flare to reduce the risk during abnormal situa-
tions, to maintain the product quality or to operate safely during
process start up and shut down. Industrial flaring is a contentious
economic, environmental and social issue because it does not only
waste potentially valuable source of energy, it also adds signifi-
cant carbon emissions and other toxic materials to the atmosphere
that have been linked to cause cancers, asthma, chronic bronchi-
tis, blood disorders, and other diseases in human health (Davoudi
et al., 2013; Nwankwo and Ogagarue, 2011). Emissions from indus-
trial flares contribute to global warming. The implications of global
warming have been linked to the melting of ice and the rising of
sea level, which can lead to flooding and tsunamis across the globe
(Anomohanran, 2012; Azam and Farooq, 2005; Edino et al., 2010;
Hassan and Kouhy, 2013; Joseph et al., 2011; Nordell, 2003; Yuqin
et al., 2010).
Therefore, industrial flaring and its effect on the environment,
ecosystem and society have gained the attention of researchers,
environmentalists and policy makers. Numerous protocol,
∗
Corresponding author. Tel.: +974 404 4141; fax: +974 485 2491.
E-mail address: Fadwa.Eljack@qu.edu.qa (F. Eljack).
international agreement and steps such as the Kyoto proto-
col, the United Nations Environment Programme (UNEP), World
Bank Global Gas Flaring Reduction (GGFR) Programme have
been initiated to mitigate the impact of industrial flaring. This is
essential to avoid dangerous anthropogenic interference with the
climate system.
Many industrial countries around the world such as United
States (US), France, and Saudi Arabia have attempted different
alternatives to reduce the amount of gas flared in their coun-
try (Anomohanran, 2011, 2012; Jegannathan et al., 2011; Sharma
et al., 2011). The US was able to reduce their emission level by
5.8% between 2008 and 2009 (Anomohanran, 2012; EIA, 2011).
Some governments and legislation authorities have tightened their
considerable limit. The State of Qatar has changed the acid gas flar-
ing limit from 1% to 0.06% (Homssi et al., 2012). In an attempt
to stop the flaring of associated gas, the Nigerian government
established the Nigeria Liquefied Natural Gas plant to prevent the
release of millions of tons of CO
2
into the atmosphere. Oil com-
panies operating in Nigeria have established several alternatives
to reduce gas flaring, i.e., Shell Petroleum Development Company
of Nigeria (SPDC) installed equipment to capture gas from its
facilities. Between 2000 and 2010, SPDC claimed that their flar-
ing quantity dropped by half (Anomohanran, 2012; SPDC, 2011).
France is an example where the introduction of nuclear power
was able to reduce the emission drastically. Although, govern-
ments and companies have had success in reducing flare gas with
http://dx.doi.org/10.1016/j.compchemeng.2015.02.012
0098-1354/© 2015 Elsevier Ltd. All rights reserved.