Materials and Society: The Circular Economy (SAM13)
Edited by Jean-Pierre Birat, Gael Fick, Mauro Chiappini, Valentina Colla,
Andrea Declich, Barbara Fornai, Dominique Millet and Leiv Kolbeinsen
REGULAR ARTICLE
A quadratic programming model for the optimization of off-gas
networks in integrated steelworks
Alessandro Maddaloni, Ruben Matino, Ismael Matino, Stefano Dettori, Antonella Zaccara, and Valentina Colla
*
Scuola Superiore Sant’Anna, TeCIP Institute ICT-COISP, Pisa, Italy
Received: 20 August 2019 / Accepted: 26 November 2019
Abstract. The European steel industry is constantly promoting developments, which can increase efficiency
and lower the environmental impact of the steel production processes. In particular, a strong focus refers to the
minimization of the energy consumption. This paper presents part of the work of the research project entitled
“Optimization of the management of the process gas network within the integrated steelworks” (GASNET),
which aims at developing a decision support system supporting energy managers and other concerned technical
personnel in the implementation of an optimized off-gases management and exploitation considering
environmental and economic objectives. A mathematical model of the network as a capacitated digraph with
costs on arcs is proposed and an optimization problem is formulated. The objective of the optimization consists
in minimizing the wastes of process gases and maximizing the incomes. Several production constraints need to be
accounted. In particular, different types of gases are mixing in the same network. The constraints that model the
mixing make the problem computationally difficult: it is a non-convex quadratically constrained quadratic
program (QCQP). Two formulations of the problem are presented: the first one is a minimum cost flow problem,
which is a linear program and is thus computationally fast to solve, but suitable only for a single gas network.
The second formulation is a quadratically constrained quadratic program, which is slower, but covers more
general cases, such as the ones, which are characterized by the interaction among multiple gas networks. A user-
friendly graphical interface has been developed and tests over existing plant networks are performed and
analyzed.
1 Introduction
Steel production is among the largest energy-intensive
industrial processes in the world, as well as one of the most
important CO
2
emission sources. In particular, in the
integrated steelworks, the blast furnace (BF) and the basic
oxygen furnace (BOF) need 13-14 GJ/t of produced steel
[1]. In addition, steel industry is responsible for about 4–5%
of total world CO
2
emissions, as it is deeply dependent on
fossil fuels [2,3]. Furthermore, energy cost represents about
20% of the total operation cost [4].
However, the major role of steel utilization in the
modern society is undeniable. In order to improve energy
saving and to reduce environmental impact and total
operation cost, the optimal management of the energy
resources produced inside the plant, such as off-gases,
becomes decisive. The gases produced in the integrated
steelworks contain significant amount of carbon monoxide
and hydrogen and, for this reason, they represent a good
replacement of natural gas (NG) in all the operation where
heat, steam or electricity are required or need to be
produced.
Their use inside the steelmaking facilities is not new:
they are directly reused in several unit operations for
heating purposes or are exploited in boilers and in power
plants, respectively, for steam and electricity productions.
However, no optimization exists for such reuse and
situations of overproduction or underproduction of gas
can often occur. In the first case, the gasholders where the
gas is stored become full and the excess gas is flared or the
production is slowed down, in order to allow the decrease of
the gasholder level. In the second case, NG is purchased in
order to satisfy the demand of the different form of energy
inside the plant. Consequently, these situations correspond
to economic losses and increase of environmental impact.
The off-gases produced during steel production are
valuable by-products. Therefore, in literature different
works can be found, which deals with the maximization of
the use of such gases. Some of them refer to the increase of
their reuse by producing chemical products; a complete
review on this topic is provided in [5]. More specific studies
can be found in [6] and in [7], respectively, for methanol * e-mail: v.colla@santannapisa.it
Matériaux & Techniques 107, 502 (2019)
© SCF, 2020
https://doi.org/10.1051/mattech/2019025
Matériaux
&
Techniques
Available online at:
www.mattech-journal.org