© Faculty of Mechanical Engineering, Belgrade. All rights reserved FME Transactions (2019) 47, 887-893 887
Received: March 2019, Accepted: May 2019
Correspondence to: Dr Jelena Svorcan
Faculty of Mechanical Engineering,
Kraljice Marije 16, 11120 Belgrade 35, Serbia
E-mail: jsvorcan@mas.bg.ac.rs
doi:10.5937/fmet1904887S
Jelena Svorcan
Assistant Professor
University of Belgrade
Faculty of Mechanical Engineering
Zorana Trivković
Research Associate
University of Belgrade
Faculty of Mechanical Engineering
Toni Ivanov
Assistant Professor
University of Belgrade
Faculty of Mechanical Engineering
Marija Baltić
Research Associate
University of Belgrade
Faculty of Mechanical Engineering
Ognjen Peković
Assistant Professor
University of Belgrade
Faculty of Mechanical Engineering
Multi-objective Constrained
Optimizations of VAWT Composite
Blades Based on FEM and PSO
Vertical-axis wind turbines (VAWTs) are attractive tools for wind energy
extraction particularly suitable for small consumers or off-grid areas.
Although their geometry is simple (here, rectangular blade of constant airfoil
is assumed), aerodynamic analysis may be quite complex. Computational fluid
dynamics (CFD) approach is employed for the estimation of rotor
aerodynamic performances. This paper provides a review of possible multi-
objective optimization strategies for the design of small-scale VAWT laminate
blades in terms of its main structural parameters: ply-order and ply-number.
Numerous structural analyses of the composite turbine blades were performed
by finite element method (FEM). Multi-criteria constrained optimizations, by
an evolutionary method − particle swarm optimization (PSO), were performed
with respect to blade total mass, maximum blade tip deflection under static
loading, computed natural frequencies and failure index along the blade. By
combining different input and output parameters (cost functions and
constraints) a large variety of feasible solutions can be achieved.
Keywords: VAWT, Blade, CFD, Laminate, FEM, Multi-objective PSO.
1. INTRODUCTION
In accordance with the current industrial and economic
trends and the appeal of renewable energy sources, wind
turbine blades present one of the contemporary topics of
scientific and engineering research [1, 2]. The work pre-
sented in [3] gives a good overview of the complete wind
turbine rotor blades development process and accentuates
the importance of a synchronous coordination between
several (equally important) research areas: design (aero-
dynamic and structural), regulations and standards,
applied materials, manufacturing technologies and verifi-
cation testing. It also promotes the use of various
contemporary engineering techniques such as: design
improvement, optimization, use of novel materials, etc.
Throughout the past century several different wind
turbine concepts have been tried, usually categorized
according to the direction of their rotational axis. Some-
what less known, but also interesting and promising type
is a vertical-axis wind turbine (VAWT) of a geometri-
cally much simpler shape than a conventional horizontal-
axis wind turbine (HAWT). The distinctive characteri-
stics of VAWTs include: simple design, low production
cost, operability in “dirty” winds (of changeable intensity
and direction), as well as somewhat lower efficiency than
HAWTs. Interesting work on the possible improvement
of their aerodynamic performances can be found in [4, 5].
The subject of this investigation, a Darrieus straight-
bladed VAWT, contains blades of constant chord and
airfoil along their lengths. The research motive is the
improvement of its structural design which could ulti-
mately lead to the reduced blade mass and cost, pro-
longed working life, reduced loading to the tower, etc.
(numerous advantages) while preserving structural reli-
ability and integrity. Given that contemporary wind tur-
bine blades are mostly composite [1-13], particularly in
small-scale constructions, the paper investigates the
possibilities of applying a multi-objective optimization
approach to the blade structural design.
Optimization of the blade composite lay-up and ply
orientations can be done numerically, by coupling a
finite element (FE) solver with a multi-objective optimi-
ation method. Given the complexity and nonlinearity of
both cost-functions and imposed constraints, usually,
one of the evolutionary, heuristic methods is applied [8-
12]. This methodology can be implemented to HAWTs
and VAWTs, as well as other mechanical parts/systems.
Albanesi et al. [7] performed optimizations of HAWT
blade by genetic algorithm (GA), Wang et al. [9] dealt
with large VAWT blade also by GA, while Chen et al.
[10] used a particle swarm optimization (PSO) method.
This research paper communicates several different
multi-objective PSO strategies with integer design vari-
ables. It is arranged in the following fashion: the follo-
wing section describes the initial blade geometry after
which the estimation of its aerodynamic performances by
computational fluid dynamics (CFD) approach is given.
Section “Structural model” clearly explains the assumed
blade laminate structure, with its parameterization and
optimization algorithm described in detail in the
following section. Finally, the gained experiences and
results, discussion and conclusions are listed in the end.
2. GEOMETRIC MODEL
The starting, reference blade model designed for a
straight small-scale Darrieus VAWT of nominal power
P
nom
= 500 W is presented in Fig. 1. Its main charac-
teristics and dimensions are: the number of blades N
b
=