Improving Performances of a Cement Rotary
Kiln: A Model Predictive Control Solution
Silvia Maria Zanoli, Crescenzo Pepe, and Matteo Rocchi
Università Politecnica delle Marche, Ancona, Italy
Email: {s.zanoli, c.pepe}@univpm.it
Abstract—In this work an advanced control system design
aimed to the improvement of economic benefits and control
performances of a cement rotary kiln located in an Italian
cement plant is discussed. A Model Predictive Controller,
together with other functional blocks designed to manage
normal and critical situations, constitutes the core of the
proposed strategy. Accurate identification procedures,
aimed at obtaining accurate dynamical process models, have
been performed. A suited cooperation of system modules
and an ad hoc design of each of them allowed the meeting of
control specifications, the increase of system reliability and
the reduction of the standard deviation of critic process
variables. In this way, the system can more safely operate
closer to its operative bounds. The implementation of the
proposed control system on a real plant has proven its
soundness, leading to improvements in terms of energy
efficiency, product quality and environmental impact,
compared to the previous control system.
Index Terms—cement rotary kiln, advanced process control,
model predictive control, economic optimization,
environmental emissions, process control
I. INTRODUCTION
In today’s world, cement is the substratum for civil
engineering and its applications. The world cement
production has grown in a constant manner since the
early ‘50s. In particular, in recent decades, there was an
increasing need for innovations in the production chain,
as well as an increased need for a high level of
automation, also due to the complex chemical and
physical processes involved [1].
In this context may be placed the process control
optimization, which, by using advanced control strategies,
has the task of finding a compromise between the
economic goals and the productive ones. This idea has an
enormous benefit: payback time is in the order of the
weeks, or months, in opposition to the years required by a
relevant replace of an old hardware unit [2]. This
challenge has motivated the present work, which consists
in the study, development and implementation of an
advanced control system for the optimization of a rotary
kiln process located in an Italian cement plant. For the
formulation of the proposed system, Model Predictive
Control (MPC) techniques have been adopted [3].
Manuscript received July 2, 2015; revised October 6, 2015.
Model Predictive Control is an optimization-based
closed loop control strategy, able to handle multi-input
multi-output (MIMO) processes with constraints on the
manipulated and controlled variables. Through the
minimization of a cost function, it can also guarantee set-
point tracking, while monitoring control efforts [4], [5].
The control system has been developed using a
custom-made software: This choice was originally
motivated by the need of not relaying on industrial and
commercial products, in order to limit the economic
burdens as well as to the need to customize the controller
to specific needs of the system at issue.
In addition to the development of the Model Predictive
Controller core module, the proposed control system has
been equipped with other modules, at the scope to
manage normal and critical situations. The system policy
is based on the cooperation of these modules, which,
together with an ad hoc module design, allowed the
fulfillment of the required plant specifications.
The paper is organized as follows: in the Section II,
after a brief introduction on the cement rotary kiln
process, control specifications issues are defined. Section
III describes the proposed advanced process control
design. In Section IV, the control system results are
discussed, through a comparison with the previous
control structure performances. Finally, conclusions and
future developments are reported in Section V.
II. CEMENT ROTARY KILN CONTROL PROBLEM
A. A Briefly Description of the Process
The cement is a hydraulic binder in the form of fine
dust, inorganic and non-metallic. The fundamental
component of the cement is the product of the baking of
natural minerals, called clinker, which, combined with
other components, gives rise to various types of cement.
The clinker is made from lime, silica, alumina, iron and
magnesium oxides, and other minor parts.
This work is focused on the clinker production phase
of a dry process cement industry, a highly energy
consuming process. The clinker process is the most
important subpart of the cement production, in terms of
potentially polluting emissions, quality and cost of the
product. In Fig. 1, the clinker production process is
schematically represented.
The raw meal, before the introduction in the rotary kiln,
is preheated through a suspension pre-heater, while it is
up in the air with exhaust gas of the combustion from the
Journal of Automation and Control Engineering Vol. 4, No. 4, August 2016
©2016 Journal of Automation and Control Engineering
doi: 10.18178/joace.4.4.262-267
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