This paper presents the harmonic elimination in a solar fed cascaded fifteen level inverter supplied with varying input sources from solar Photo Voltaic's (PV) using the modern intelligent techniques such as Artificial Neural Networks (ANNs), Genetic Algorithm (GA) and Particle Swarm Optimization (PSO). In ANN based approach the harmonic equations are solved and switching angles are obtained such that the fundamental is kept constant and lower order harmonics are minimized or eliminated. The data set with varying input voltages and switching angles are trained with ANN. The trained network is integrated with solar PV system to reduce the harmonic distortions. Similarly the objective function for the proposed methodology is formulated and corresponding operations are performed with respect to optimization techniques (GA and PSO) to obtain the optimal switching angles required for the inverter switches. The modeling of solar panel is developed which serves as the input in simulation. The results show that ANN based method provide a significant improvement of power quality with respect to the reduction of Total Harmonic Distortion when compared to the other techniques. A 3 kWp solar PV plant with a fifteen level inverter incorporated with ANN based technique is implemented in hardware to show the effectiveness of the proposed method.

1.
D. A. B.
Zambra
,
C.
Rech
, and
J. Renes
Pinheiro
, “
Comparison of neutral-point-clamped, symmetrical, and hybrid asymmetrical multilevel inverters
,”
IEEE Trans. Ind. Electron.
57
(
7
),
2297
2306
(
2010
).
2.
S.
Kouro
,
M.
Malinowski
,
K.
Gopakumar
,
J.
Pou
,
L. G.
Franquelo
,
B.
Wu
,
J.
Rodriguez
,
M. A.
Pérez
, and
J. I.
Leon
, “
Recent advances and industrial applications of multilevel converters
,”
IEEE Trans. Ind. Electron.
57
(
8
),
2553
2579
(
2010
).
3.
N. A.
Rahim
and
J.
Selvaraj
, “
Multistring five-level inverter with novel PWM control scheme for PV application
,”
IEEE Trans. Ind. Electron.
57
(
6
),
2111
2123
(
2010
).
4.
C.
Cecati
,
F.
Ciancetta
, and
P.
Siano
, “
A multilevel inverter for photovoltaic systems with fuzzy logic control
,”
IEEE Trans. Ind. Electron.
57
(
2
),
4115
4125
(
2010
).
5.
H.
Abu-Rub
,
J.
Holtz
,
J.
Rodriguez
, and
G.
Baoming
, “
Medium-voltage multilevel converters-state of the art, challenges, and requirements in industrial applications
,”
IEEE Trans. Ind. Electron.
57
(
8
),
2581
2596
(
2010
).
6.
C.
Govindaraju
and
K.
Baskaran
, “
Efficient sequential switching hybrid-modulation techniques for cascaded multilevel inverters
,”
IEEE Trans. Power Electron.
26
(
6
),
1639
1648
(
2011
).
7.
Y.
Liu
,
H.
Hong
, and
A. Q.
Huang
, “
Real-time calculation of switching angles minimizing THD for multilevel inverters with step modulation
,”
IEEE Trans. Ind. Electron.
56
(
2
),
285
293
(
2009
).
8.
W.
Fei
,
X.
Du
, and
B.
Wu
, “
A generalized half-wave symmetry SHE-PWM formulation for multilevel voltage inverters
,”
IEEE Trans. Ind. Electron.
57
(
9
),
3030
3038
(
2010
).
9.
J. N.
Chiasson
,
L. M.
Tolbert
,
K. J.
McKenzie
, and
Z.
Du
, “
The use of power sums to solve the harmonic elimination equations for multilevel converters
,”
Eur. Power Elect. Drives Journal
15
(
1
),
19
27
(
2005
).
10.
N.
Yousefpoor
,
S. Hamid
Fathi
,
N.
Farokhnia
, and
H. Askarian
Abyaneh
, “
THD minimization applied directly on the line-to-line voltage of multilevel inverters
,”
IEEE Trans. Ind. Electron.
59
(
1
),
373
380
(
2012
).
11.
H.
Taghizadeh
and
M. Tarafdar
Hagh
, “
Harmonic elimination of cascade multilevel inverters with non equal DC sources using particle swarm optimization
,”
IEEE Trans. Ind. Electron.
57
(
11
),
3678
3684
(
2010
).
12.
A.
Kavousi
,
B.
Vahidi
,
R.
Salehi
,
M. Kazem
Bakhshizadeh
,
N.
Farokhnia
, and
S. Hamid
Fathi
, “
Application of the bee algorithm for selective harmonic elimination strategy in multilevel inverters
,”
IEEE Trans. Power Electron.
27
(
4
),
1689
1696
(
2012
).
13.
F.
Filho
,
L. M.
Tolbert
,
Y.
Cao
, and
B.
Ozpineci
, “
Real-time selective harmonic minimization for multilevel inverters connected to solar panels using artificial neural network angle generation
,”
IEEE Trans. Ind. Appl.
47
(
5
),
2117
2124
(
2011
).
14.
F.
Filho
,
H. Zandonadi
Maia
,
T. H. A.
Mateus
,
B.
Ozpineci
,
L. M.
Tolbert
, and
J. O. P.
Pinto
, “
Adaptive selective harmonic minimization based on ANNs for cascade multilevel inverters with varying DC sources
,”
IEEE Trans. on Ind. Electron.
60
(
5
),
1955
1962
(
2013
).
15.
Yu
Liu
,
H.
Hong
, and
A. Q.
Huang
, “
Real-time algorithm for minimizing THD in multilevel inverters with unequal or varying voltage steps under step staircase modulation
,”
IEEE Trans. Ind. Electron.
56
(
6
),
2249
2258
(
2009
).
16.
B. K.
Bose
 et al., “
Neural network applications in power electronics and motor drives-An introduction and perspective
,”
IEEE Trans. Ind. Electron.
54
(
1
),
14
33
(
2007
).
17.
M. G.
Villalva
,
J. R.
Gazoli
, and
E. R.
Filho
, “
Comprehensive approach to modeling and simulation of photovoltaic arrays
,”
IEEE Trans. Power Electron.
24
(
5
),
1198
1208
(
2009
).
18.
H.-L.
Tsai
,
C.-S.
Tu
, and
Y.-J.
Su
, “Development of generalized photovoltaic model using MATLAB/SIMULINK,” in
World Congress on Engineering and Computer Science
, San Francisco, USA, October
2008
.
19.
S. Albert
Alexander
,
T.
Manigandan
, and
P. Shanmuga
Aravind
, “
Modeling and simulation of solar photovoltaic's in MATLAB
,” in
2nd International simulation Conference of India
, IIT Madras, India, February
2013
.
20.
F.
Zhang
and
Y.
Yan
, “
Selective harmonic elimination PWM control scheme on a three phase four leg voltage source inverter
,”
IEEE Trans. Power Electron.
24
(
7
),
1682
1689
(
2009
).
21.
Y.
Liu
,
H.
Hong
, and
A. Q.
Huang
, “
Real-time algorithm for minimizing THD in multilevel inverters with unequal or varying voltage steps under staircase modulation
,”
IEEE Trans. Ind. Electron.
56
(
6
),
2249
2258
(
2009
).
22.
N.
Farokhnia
,
H.
Vadizadeh
,
S. Hamid
Fathi
, and
F.
Anvariasl
, “
Calculating the formula of line-voltage THD in multilevel inverter with unequal DC sources
,”
IEEE Trans. Ind. Electron.
58
(
8
),
3359
3372
(
2011
).
23.
S. Albert
Alexander
and
T.
Manigandan
, “
Digital control strategy for solar photovoltaic fed inverter to improve power quality
,”
J. Renewable Sustainable Energy
6
(
1
),
013128
(
2014
).
You do not currently have access to this content.