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International Journal of Electrical and Computer Engineering (IJECE)
Vol. 8, No. 4, August 2018, pp. 2588~2594
ISSN: 2088-8708, DOI: 10.11591/ijece.v8i4.pp2588-2594  2588
Journal homepage: http://iaescore.com/journals/index.php/IJECE
Experimental Studies on the Effect of Antenna Orientations to
the Performance of OFDM-based System
J. Muslimin, A.L. Asnawi, A.F. Ismail, A.Z. Jusoh, N.A. Malek, H.A.M. Ramli
Department of Electrical and Computer Engineering, International Islamic University, Malaysia
Article Info ABSTRACT
Article history:
Received Mar 11, 2018
Revised May 29, 2018
Accepted Jun 7, 2018
Software-defined radio (SDR) is an emerging and promising high re-
configurable platform for rapid prototyping inreal environment applications.
It offers both flexibility and low cost to facilitate the development process of
agile communication system, such as Orthogonal Frequency Division
Multiplexing (OFDM). Other than modulation and transmission technique
like OFDM, antenna orientations play a significant importance in wireless
communication. The availabililty of SDR platform like USRP has enabled
the empirical evaluation of antenna orientation to the system performance.
The performance has been evaluated in terms of throughput and packet error
rate. The findings show the antenna orientation affect the system
performance significantly.
Keyword:
Antenna orientations
Experimental
OFDM
SDR
USRP Copyright © 2018 Institute of Advanced Engineering and Science.
All rights reserved.
Corresponding Author:
A.L. Asnawi
Department of Electrical and Computer Engineering,
International Islamic University,
Jalan Gombak, 53100 Kuala Lumpur, Malaysia.
Email: jusnainimuslimin@gmail.com
1. INTRODUCTION
Research in the field of wireless communication is vast and dynamic due to the endless demand of
the end-user and the scarcity of the wireless spectrum [1]. Wireless communication plays a great importance
in human daily life. It applies in almost every aspects of human activities, ranging from social, commercial,
weather forecast, military, civilian fields, to domestic appliances. The exponential growth of wireless demand
has urged for technique and mechanism to improve the existing communication system. As such, a widely
deployed technique such as OFDM has gained a lot of attention among researches as it offers both efficient
spectrum utilization and robust high data rate transmission in frequency selective fading. The studies on
OFDM are extensive and the literatures are abundance [2]-[10]. For instance, [11] studied the implementation
of OFDM in both WiMAX and LTE for cognitive radio system, while [12]-[14] studied the OFDM usage in
optical system. OFDM common application in cellular network is depicted in [15] where the writer focused
on 4G cellular network. In [16]-[18], OFDM were studied in the field of RADAR. However, as compared to
the simulation analyses, experimental analyses were less explored.
Meanwhile, the concept of software-defined radio (SDR) offers a breakthrough for expensive, time
consuming and effort demanding of building an RF applications.It changed the hardware problem of RF
application into software problem which grants a flexibility to change the system functionality by means of
software alone, which is ideal for rapid development of communication prototype. However, although the
SDR hardware like Universal Software Radio Peripheral (USRP) is emerging, the platform technology is not
mature yet. Thus, room for exploration is widely opened. Therefore, this study has emulated an OFDM-based
system on the SDR platform of USRP with GNU Radio and has used the setup to evaluate the effect of
antenna orientations to the system performance. The system performance has been empirically evaluated in
terms of percentage of packet error rate and throughput.
Int J Elec & Comp Eng ISSN: 2088-8708 
Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin)
2589
2. RESEARCH METHOD
This part describes the implemented OFDM system and experimentations setup used in this study.
2.1. System design and setup
In this study, the OFDM-based transceiver has been realized in programming scripts on GNU Radio
software environment while utilizing a pair of USRPs as the hardware platform. The source code of both
Transmitter and Receiver has been implemented in hierarchical manner with „transmit_path’ and
„receive_path’ are at the top of the hierarchy as shown in Figure 1. Both „transmit_path’ and „receive_path’
provide interface for transmitter and receiver respectively in which the system configurations and
functionalities were provided by abstraction from source codes at the lower hierarchical.
Figure 1. Architecture of implemented OFDM-based system
Meanwhile, the setup of the testbed consists of GNU Radio, a pair of USRP, workstation, and
antenna. The system software processing was implemented in GNU Radio in which was installed on Ubuntu
14.04 operating system. A pair of USRPs N210 with mounted CBX-40MHz was deployed as the hardware
platform of the system. The USRPs were connected to the workstation via Ethernet gigabit cable. The
workstation was a set of i7 2.7GHz octa-core PC and i7 2.4GHz octa-core desktop which were assigned as
transmitter and receiver respectively as depicted in Figure 2.
Figure 2. Experimental setup
2.2. Antenna measurement
Two types of antennas were used in this study named omnidirectional monopole antenna and
bidirectional patch antenna. Prior to the experimentations, the Return Loss (S11) of these antennas was
measured using Agilent Vector Network Analyzer (VNA) as shown in Figure 3. While antennas that been
channelchannel
GNU Radio
Jjsd
Gigabit Ethernet
cableUSRP N210
+
CBX-40
OS: Ubuntu 14.04
(linux)
Python & C++
GNU Radio
Gigabit Ethernet
cable USRP N210
+
CBX-40
OS: Ubuntu 14.04
(linux)
Python & C++
GNU Radio
Tx Rx
 ISSN: 2088-8708
Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594
2590
used were expected to operate at LTE and Wifi frequencies band for patch bi-directional and monopole
omnidirectional antennas respectively, the return loss experienced at the experimented frequencies are shown
in Figure 3.
Figure 3. Measured S11 of patch bi-directional antenna (left) and monopole omni-directional antenna (right)
From Figure 3, patch antenna shows the lowest return loss at 2.694GHz which is -35.647dB.
Meawhile, no significant difference of noise level shown by omnidirectional between the measured
frequencies. However, since omnidirectional shows higher return loss than patch antenna, this study was
anticipating the patch antenna at 2.6GHz will give better throughput and error rate than the omnidirectional
antenna at 2.4GHz.
2.3. Evaluated antenna orientations
The effect of polarization or orientation of monopole and patch antenna with omnidirectional and
bidirectional radiation pattern respectively to the performance of OFDM-based communication system were
varied and evaluated. For monopole antenna, the antenna has been installed to the USRP in either vertical or
horizontal position as shown in Figure 4. The combination of antenna orientation at transmitter and receiver
gives either parallel or perpendicular configuration which labeled as Vertical – Vertical (V-V),
Vertical – Horizontal (V-H), Horizontal – Vertical (H-V), and Horizontal – Horizontal (H-H). The order of
these combinations refers to the orientation of the antenna on the transmitter followed by the receiver.
Figure 4. Orientations of monopole omnidirectional antenna
Int J Elec & Comp Eng ISSN: 2088-8708 
Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin)
2591
Likewise, the effect of polarization or orientation of antenna with bi-directional radiation pattern was
evaluated by positioning the antenna to be either facing each other or facing outward and labeled as „in-in‟,
„in-out‟, „out-in‟, and „out-out‟as shown in Figure 5.
Figure 5. Orientations of patch bi-directional antenna
3. RESULTS AND ANALYSIS
This section presents the findings on the effect of antenna orientation of monopole omnidirectional
antenna at 2.4GHz and patch bi-directional antenna at 2.6GHz operations. The graphs were obtained by
varying the gain at receiver from 0 to 27dB for a fix distance between transmitter and receiver. 2500 packets
have been transmitted, which consists of OFDM symbols of 1Megabytes of random number. The throughput
is the percentage of packets successfully received by the receiver, while error rate is percentage of error out
of the total packets received.
3.1. Omni-directional monopole antenna at 2.4GHz
Figure 6 represents how much is the throughput received by receiver when increasing the gain at the
receiver. Itcan be observed the „H-H‟ orientation has gained 22% of throughput at 0dB and increased to over
95% after 5dB of Rx gain. On the other hand, the other orientations show no gain in throughput at 0 dB, and
only begin to gain an increase in throughput after 5dB. The „V-V‟ orientation reaches more than 90% of
throughput after 15dB while both „V-H‟ and „H-V‟ only reach that point after 20dB. All the orientations
close to 100% of throughput at Rx gain beyond 22dB. From the observations, antennas with same
orientations (H-H and V-V) show better throughput performance than antennas with different orientations
with „H-H‟ orientation shows the best throughput performance, followed by „V-V‟, „V-H‟, and „H-V‟. It is
because antennas of H-H ad V-V have same polarization (co-polar) that makes the antenna receiver receives
throughput faster compared to cross-polar (V-H) and (H-V). H-H orientation (horizontal polarization) is
better than V-V because the wave propagates does not interact with ground plane and ceiling of the building
which will add to the path loss to the V-V signal.
Subsequently, the antennas with same orientations also show better error rate performance than
antennas with different orientations as presented in figure 7. From the figure, „H-H‟ orientation shows much
better performance than the other antenna orientations. It started showing reduction of error rate at 0dB and
approaching the minimum packet error rate of 10% after 10dB while others only shown error reduction after
15dB and approaching the same minimum error after 20dB of Rx gain. In addition, although „V-H‟
orientation shows slightly better performance in throughput than it counterparts „H-V‟, it shows the worst
performance in terms of error rate by around 40% higher than minimum error achieved by others after an Rx
gain 25dB.
 ISSN: 2088-8708
Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594
2592
Figure 6. Throughput of different orientations of
monopole omnidirectional antenna
Figure 7. Packet error rate of different orientations
of monopole omnidirectional antenna
3.2. Bi-directional patch antenna at 2.6GHz
Unlike the omnidirectional antennas that been presented earlier, experimenting different orientations
of bi-directional antenna on the system shows no effect on the system performance, neither in terms of
throughput nor packet error rate as shown in Figure 8 and Figure 9 respectively.
In Figure 8, the throughput is constantly close to 100% across the Rx gain, regardless of the antenna
orientations. Reciprocally, Figure 9 shows although the „out-out‟ orientation shows decrement of error until
10dB, the error rate performance has saturated to about 10%, which has been obtained consistently by other
orientations throughout the Rx gain. While the performance is far from the anticipated, it might be due to the
effect of saturation region of the patch antenna as shown in Figure 11.
Figure 8. Throughput of different orientations of
patch bi-directional antenna
Figure 9. Packet error rate of different orientations of
patch bi-directionsal antenna
Figure 10. Received OFDM signal by monopole ominidirectional antenna with the corresponding Rx gain
0 5 10 15 20 25
0
10
20
30
40
50
60
70
80
90
100
Throughput(%)
Rx Gain (dB)
V-V
V-H
H-V
H-H
0 5 10 15 20 25
0
10
20
30
40
50
60
70
80
90
100
PER(%)
Rx Gain (dB)
V-V
V-H
H-V
H-H
0 5 10 15 20 25
0
10
20
30
40
50
60
70
80
90
100
PER(%)
Rx Gain (dB)
in-in
in-out
out-in
out-out
Int J Elec & Comp Eng ISSN: 2088-8708 
Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin)
2593
Figure 11. Received OFDM signal by patch bi-directional antenna with the corresponding Rx gain
From the observations on measured S11 and performance findings, it can be stated that the bi-
directional antenna used in this study has better sensitivity and very high gain than the omnidirectional
antenna. However, increasing the RX gain of the bi-directional antenna beyond 15dB caused the signal to
exceed the saturation point which caused the nonlinear signal in spite of power amplification. As such, the
shape of OFDM is disappearing with the increased of RX gain as shown in Figure 11. Conversely, although
omnidirectional shows poor S11, the reflectance from surroundings has helped in improving the performance
as the Rx gain increased which is shown by better spectrum as shown in Figure 10.
4. CONCLUSION
From the exploration, it can be assured that SDR platform using USRP and GNU Radio can be used
in prototyping the communication system. Careful precautions should be taken in determining proper
configurations in order to avoid the hardware from operating at saturation region which caused non-linear
system response. For this system, the nonlinear response caused the system to give peculiar signal output.
In demonstrating the importance of proper antenna orientation in wireless system, the findings show
the omnidirectional antenna gives best performance when horizontally aligned in parallel orientation.
However, the very high gain signal emitted from bi-directional antenna at 2.6GHz operation caused the
signal to be saturated. Thus, the effect of this antenna orientation could not be observed.
REFERENCES
[1] T. H. T. Hwang, C. Y. C. Yang, G. W. G. Wu, S. L. S. Li, and G. Y. Li, “OFDM and Its Wireless Applications: A
Survey,” IEEE Trans. Veh. Technol, vol. 58, 2009.
[2] A. Al-Habashna, O. A. Dobre, R. Venkatesan, and D. C. Popescu, “Second-Order Cyclostationarity of Mobile
WiMAX and LTE OFDM Signals and Application to Spectrum Awareness in Cognitive Radio Systems,” IEEE J.
Sel. Top. Signal Process., vol. 6, no. 1, pp. 26-42, Feb. 2012.
[3] X. Li, J. Vucic, V. Jungnickel, and J. Armstrong, “On the Capacity of Intensity-Modulated Direct-Detection
Systems and the Information Rate of ACO-OFDM for Indoor Optical Wireless Applications,” IEEE Trans.
Commun., vol. 60, no. 3, pp. 799-809, Mar. 2012.
[4] N. Dupuis, C. R. Doerr, L. Zhang, L. Chen, N. J. Sauer, P. Dong, L. L. Buhl, and D. Ahn, “InP-Based Comb
Generator for Optical OFDM,” J. Light. Technol, vol. 30, no. 4, pp. 466-472, Feb 2012.
[5] J. L. Wei, J. D. Ingham, D. G. Cunningham, R. V. Penty, and I. H. White, “Performance and Power Dissipation
Comparisons Between 28 Gb/s NRZ, PAM, CAP and Optical OFDM Systems for Data Communication
Applications,” J. Light. Technol, vol. 30, no. 20, pp. 3273-3280, Oct 2012.
[6] S. Sun, Y. Ju, and Y. Yamao, “Overlay cognitive radio OFDM system for 4G cellular networks,” IEEE Wirel.
Commun., vol. 20, no. 2, pp. 68-73, Apr 2013.
[7] B. Jameson, D. Garmatyuk, and Y. T. J. Morton, “Cognitive radar for indoor positioning with a software-defined
UWB OFDM system,” in 2012 IEEE Radar Conference, 2012, pp. 0465-0470.
[8] S. Sen, “OFDM Radar Space-Time Adaptive Processing by Exploiting Spatio-Temporal Sparsity,” IEEE Trans.
Signal Process., vol. 61, no. 1, pp. 118-130, Jan. 2013.
[9] T. Liu, N. Cao, M. Mao, F. Wang, and Y. Du, “Waveform design and optimization for OFDM radar signal based
on fractional Fourier transform,” in The 2014 2nd International Conference on Systems and Informatics (ICSAI
2014), 2014, pp. 724-729.
[10] S. Shearman and J. Kimery, “Software Defined Radio Prototyping Platforms Enable a Flexible Approach to
Design,” Microw. Mag. IEEE, 2012.
[11] J. F. Troncoso, “Software Defined Radio.”
 ISSN: 2088-8708
Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594
2594
[12] S. Semenov and E. Krouk, “Modulation and coding techniques in wireless communications.” John Wiley & Sons,
2011.
[13] K. Fazel and S. Kaiser, “Multi-Carrier and Spread Spectrum Systems: From OFDM and MC-CDMA to LTE and
WiMAX: Second Edition.” 2008, pp. 1-360.
[14] F. M. Andreas, Wireless communications, 2nd ed. John Wiley & Sons, 2011.
[15] “GNU Radio Manual and C++ API Reference: Main Page.” [Online]. Available: http://gnuradio.org/doc/doxygen/.
[16] J. G. Proakis and M. Salehi, Digital Communications. 2008, p. 1150.

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Experimental Studies on the Effect of Antenna Orientations to the Performance of OFDM-based System

  • 1. International Journal of Electrical and Computer Engineering (IJECE) Vol. 8, No. 4, August 2018, pp. 2588~2594 ISSN: 2088-8708, DOI: 10.11591/ijece.v8i4.pp2588-2594  2588 Journal homepage: http://iaescore.com/journals/index.php/IJECE Experimental Studies on the Effect of Antenna Orientations to the Performance of OFDM-based System J. Muslimin, A.L. Asnawi, A.F. Ismail, A.Z. Jusoh, N.A. Malek, H.A.M. Ramli Department of Electrical and Computer Engineering, International Islamic University, Malaysia Article Info ABSTRACT Article history: Received Mar 11, 2018 Revised May 29, 2018 Accepted Jun 7, 2018 Software-defined radio (SDR) is an emerging and promising high re- configurable platform for rapid prototyping inreal environment applications. It offers both flexibility and low cost to facilitate the development process of agile communication system, such as Orthogonal Frequency Division Multiplexing (OFDM). Other than modulation and transmission technique like OFDM, antenna orientations play a significant importance in wireless communication. The availabililty of SDR platform like USRP has enabled the empirical evaluation of antenna orientation to the system performance. The performance has been evaluated in terms of throughput and packet error rate. The findings show the antenna orientation affect the system performance significantly. Keyword: Antenna orientations Experimental OFDM SDR USRP Copyright © 2018 Institute of Advanced Engineering and Science. All rights reserved. Corresponding Author: A.L. Asnawi Department of Electrical and Computer Engineering, International Islamic University, Jalan Gombak, 53100 Kuala Lumpur, Malaysia. Email: jusnainimuslimin@gmail.com 1. INTRODUCTION Research in the field of wireless communication is vast and dynamic due to the endless demand of the end-user and the scarcity of the wireless spectrum [1]. Wireless communication plays a great importance in human daily life. It applies in almost every aspects of human activities, ranging from social, commercial, weather forecast, military, civilian fields, to domestic appliances. The exponential growth of wireless demand has urged for technique and mechanism to improve the existing communication system. As such, a widely deployed technique such as OFDM has gained a lot of attention among researches as it offers both efficient spectrum utilization and robust high data rate transmission in frequency selective fading. The studies on OFDM are extensive and the literatures are abundance [2]-[10]. For instance, [11] studied the implementation of OFDM in both WiMAX and LTE for cognitive radio system, while [12]-[14] studied the OFDM usage in optical system. OFDM common application in cellular network is depicted in [15] where the writer focused on 4G cellular network. In [16]-[18], OFDM were studied in the field of RADAR. However, as compared to the simulation analyses, experimental analyses were less explored. Meanwhile, the concept of software-defined radio (SDR) offers a breakthrough for expensive, time consuming and effort demanding of building an RF applications.It changed the hardware problem of RF application into software problem which grants a flexibility to change the system functionality by means of software alone, which is ideal for rapid development of communication prototype. However, although the SDR hardware like Universal Software Radio Peripheral (USRP) is emerging, the platform technology is not mature yet. Thus, room for exploration is widely opened. Therefore, this study has emulated an OFDM-based system on the SDR platform of USRP with GNU Radio and has used the setup to evaluate the effect of antenna orientations to the system performance. The system performance has been empirically evaluated in terms of percentage of packet error rate and throughput.
  • 2. Int J Elec & Comp Eng ISSN: 2088-8708  Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin) 2589 2. RESEARCH METHOD This part describes the implemented OFDM system and experimentations setup used in this study. 2.1. System design and setup In this study, the OFDM-based transceiver has been realized in programming scripts on GNU Radio software environment while utilizing a pair of USRPs as the hardware platform. The source code of both Transmitter and Receiver has been implemented in hierarchical manner with „transmit_path’ and „receive_path’ are at the top of the hierarchy as shown in Figure 1. Both „transmit_path’ and „receive_path’ provide interface for transmitter and receiver respectively in which the system configurations and functionalities were provided by abstraction from source codes at the lower hierarchical. Figure 1. Architecture of implemented OFDM-based system Meanwhile, the setup of the testbed consists of GNU Radio, a pair of USRP, workstation, and antenna. The system software processing was implemented in GNU Radio in which was installed on Ubuntu 14.04 operating system. A pair of USRPs N210 with mounted CBX-40MHz was deployed as the hardware platform of the system. The USRPs were connected to the workstation via Ethernet gigabit cable. The workstation was a set of i7 2.7GHz octa-core PC and i7 2.4GHz octa-core desktop which were assigned as transmitter and receiver respectively as depicted in Figure 2. Figure 2. Experimental setup 2.2. Antenna measurement Two types of antennas were used in this study named omnidirectional monopole antenna and bidirectional patch antenna. Prior to the experimentations, the Return Loss (S11) of these antennas was measured using Agilent Vector Network Analyzer (VNA) as shown in Figure 3. While antennas that been channelchannel GNU Radio Jjsd Gigabit Ethernet cableUSRP N210 + CBX-40 OS: Ubuntu 14.04 (linux) Python & C++ GNU Radio Gigabit Ethernet cable USRP N210 + CBX-40 OS: Ubuntu 14.04 (linux) Python & C++ GNU Radio Tx Rx
  • 3.  ISSN: 2088-8708 Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594 2590 used were expected to operate at LTE and Wifi frequencies band for patch bi-directional and monopole omnidirectional antennas respectively, the return loss experienced at the experimented frequencies are shown in Figure 3. Figure 3. Measured S11 of patch bi-directional antenna (left) and monopole omni-directional antenna (right) From Figure 3, patch antenna shows the lowest return loss at 2.694GHz which is -35.647dB. Meawhile, no significant difference of noise level shown by omnidirectional between the measured frequencies. However, since omnidirectional shows higher return loss than patch antenna, this study was anticipating the patch antenna at 2.6GHz will give better throughput and error rate than the omnidirectional antenna at 2.4GHz. 2.3. Evaluated antenna orientations The effect of polarization or orientation of monopole and patch antenna with omnidirectional and bidirectional radiation pattern respectively to the performance of OFDM-based communication system were varied and evaluated. For monopole antenna, the antenna has been installed to the USRP in either vertical or horizontal position as shown in Figure 4. The combination of antenna orientation at transmitter and receiver gives either parallel or perpendicular configuration which labeled as Vertical – Vertical (V-V), Vertical – Horizontal (V-H), Horizontal – Vertical (H-V), and Horizontal – Horizontal (H-H). The order of these combinations refers to the orientation of the antenna on the transmitter followed by the receiver. Figure 4. Orientations of monopole omnidirectional antenna
  • 4. Int J Elec & Comp Eng ISSN: 2088-8708  Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin) 2591 Likewise, the effect of polarization or orientation of antenna with bi-directional radiation pattern was evaluated by positioning the antenna to be either facing each other or facing outward and labeled as „in-in‟, „in-out‟, „out-in‟, and „out-out‟as shown in Figure 5. Figure 5. Orientations of patch bi-directional antenna 3. RESULTS AND ANALYSIS This section presents the findings on the effect of antenna orientation of monopole omnidirectional antenna at 2.4GHz and patch bi-directional antenna at 2.6GHz operations. The graphs were obtained by varying the gain at receiver from 0 to 27dB for a fix distance between transmitter and receiver. 2500 packets have been transmitted, which consists of OFDM symbols of 1Megabytes of random number. The throughput is the percentage of packets successfully received by the receiver, while error rate is percentage of error out of the total packets received. 3.1. Omni-directional monopole antenna at 2.4GHz Figure 6 represents how much is the throughput received by receiver when increasing the gain at the receiver. Itcan be observed the „H-H‟ orientation has gained 22% of throughput at 0dB and increased to over 95% after 5dB of Rx gain. On the other hand, the other orientations show no gain in throughput at 0 dB, and only begin to gain an increase in throughput after 5dB. The „V-V‟ orientation reaches more than 90% of throughput after 15dB while both „V-H‟ and „H-V‟ only reach that point after 20dB. All the orientations close to 100% of throughput at Rx gain beyond 22dB. From the observations, antennas with same orientations (H-H and V-V) show better throughput performance than antennas with different orientations with „H-H‟ orientation shows the best throughput performance, followed by „V-V‟, „V-H‟, and „H-V‟. It is because antennas of H-H ad V-V have same polarization (co-polar) that makes the antenna receiver receives throughput faster compared to cross-polar (V-H) and (H-V). H-H orientation (horizontal polarization) is better than V-V because the wave propagates does not interact with ground plane and ceiling of the building which will add to the path loss to the V-V signal. Subsequently, the antennas with same orientations also show better error rate performance than antennas with different orientations as presented in figure 7. From the figure, „H-H‟ orientation shows much better performance than the other antenna orientations. It started showing reduction of error rate at 0dB and approaching the minimum packet error rate of 10% after 10dB while others only shown error reduction after 15dB and approaching the same minimum error after 20dB of Rx gain. In addition, although „V-H‟ orientation shows slightly better performance in throughput than it counterparts „H-V‟, it shows the worst performance in terms of error rate by around 40% higher than minimum error achieved by others after an Rx gain 25dB.
  • 5.  ISSN: 2088-8708 Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594 2592 Figure 6. Throughput of different orientations of monopole omnidirectional antenna Figure 7. Packet error rate of different orientations of monopole omnidirectional antenna 3.2. Bi-directional patch antenna at 2.6GHz Unlike the omnidirectional antennas that been presented earlier, experimenting different orientations of bi-directional antenna on the system shows no effect on the system performance, neither in terms of throughput nor packet error rate as shown in Figure 8 and Figure 9 respectively. In Figure 8, the throughput is constantly close to 100% across the Rx gain, regardless of the antenna orientations. Reciprocally, Figure 9 shows although the „out-out‟ orientation shows decrement of error until 10dB, the error rate performance has saturated to about 10%, which has been obtained consistently by other orientations throughout the Rx gain. While the performance is far from the anticipated, it might be due to the effect of saturation region of the patch antenna as shown in Figure 11. Figure 8. Throughput of different orientations of patch bi-directional antenna Figure 9. Packet error rate of different orientations of patch bi-directionsal antenna Figure 10. Received OFDM signal by monopole ominidirectional antenna with the corresponding Rx gain 0 5 10 15 20 25 0 10 20 30 40 50 60 70 80 90 100 Throughput(%) Rx Gain (dB) V-V V-H H-V H-H 0 5 10 15 20 25 0 10 20 30 40 50 60 70 80 90 100 PER(%) Rx Gain (dB) V-V V-H H-V H-H 0 5 10 15 20 25 0 10 20 30 40 50 60 70 80 90 100 PER(%) Rx Gain (dB) in-in in-out out-in out-out
  • 6. Int J Elec & Comp Eng ISSN: 2088-8708  Experimental Studies on the Effect of Antenna Orientations to the Performance of OFD … (J. Muslimin) 2593 Figure 11. Received OFDM signal by patch bi-directional antenna with the corresponding Rx gain From the observations on measured S11 and performance findings, it can be stated that the bi- directional antenna used in this study has better sensitivity and very high gain than the omnidirectional antenna. However, increasing the RX gain of the bi-directional antenna beyond 15dB caused the signal to exceed the saturation point which caused the nonlinear signal in spite of power amplification. As such, the shape of OFDM is disappearing with the increased of RX gain as shown in Figure 11. Conversely, although omnidirectional shows poor S11, the reflectance from surroundings has helped in improving the performance as the Rx gain increased which is shown by better spectrum as shown in Figure 10. 4. CONCLUSION From the exploration, it can be assured that SDR platform using USRP and GNU Radio can be used in prototyping the communication system. Careful precautions should be taken in determining proper configurations in order to avoid the hardware from operating at saturation region which caused non-linear system response. For this system, the nonlinear response caused the system to give peculiar signal output. In demonstrating the importance of proper antenna orientation in wireless system, the findings show the omnidirectional antenna gives best performance when horizontally aligned in parallel orientation. However, the very high gain signal emitted from bi-directional antenna at 2.6GHz operation caused the signal to be saturated. Thus, the effect of this antenna orientation could not be observed. REFERENCES [1] T. H. T. Hwang, C. Y. C. Yang, G. W. G. Wu, S. L. S. Li, and G. Y. Li, “OFDM and Its Wireless Applications: A Survey,” IEEE Trans. Veh. Technol, vol. 58, 2009. [2] A. Al-Habashna, O. A. Dobre, R. Venkatesan, and D. C. Popescu, “Second-Order Cyclostationarity of Mobile WiMAX and LTE OFDM Signals and Application to Spectrum Awareness in Cognitive Radio Systems,” IEEE J. Sel. Top. Signal Process., vol. 6, no. 1, pp. 26-42, Feb. 2012. [3] X. Li, J. Vucic, V. Jungnickel, and J. Armstrong, “On the Capacity of Intensity-Modulated Direct-Detection Systems and the Information Rate of ACO-OFDM for Indoor Optical Wireless Applications,” IEEE Trans. Commun., vol. 60, no. 3, pp. 799-809, Mar. 2012. [4] N. Dupuis, C. R. Doerr, L. Zhang, L. Chen, N. J. Sauer, P. Dong, L. L. Buhl, and D. Ahn, “InP-Based Comb Generator for Optical OFDM,” J. Light. Technol, vol. 30, no. 4, pp. 466-472, Feb 2012. [5] J. L. Wei, J. D. Ingham, D. G. Cunningham, R. V. Penty, and I. H. White, “Performance and Power Dissipation Comparisons Between 28 Gb/s NRZ, PAM, CAP and Optical OFDM Systems for Data Communication Applications,” J. Light. Technol, vol. 30, no. 20, pp. 3273-3280, Oct 2012. [6] S. Sun, Y. Ju, and Y. Yamao, “Overlay cognitive radio OFDM system for 4G cellular networks,” IEEE Wirel. Commun., vol. 20, no. 2, pp. 68-73, Apr 2013. [7] B. Jameson, D. Garmatyuk, and Y. T. J. Morton, “Cognitive radar for indoor positioning with a software-defined UWB OFDM system,” in 2012 IEEE Radar Conference, 2012, pp. 0465-0470. [8] S. Sen, “OFDM Radar Space-Time Adaptive Processing by Exploiting Spatio-Temporal Sparsity,” IEEE Trans. Signal Process., vol. 61, no. 1, pp. 118-130, Jan. 2013. [9] T. Liu, N. Cao, M. Mao, F. Wang, and Y. Du, “Waveform design and optimization for OFDM radar signal based on fractional Fourier transform,” in The 2014 2nd International Conference on Systems and Informatics (ICSAI 2014), 2014, pp. 724-729. [10] S. Shearman and J. Kimery, “Software Defined Radio Prototyping Platforms Enable a Flexible Approach to Design,” Microw. Mag. IEEE, 2012. [11] J. F. Troncoso, “Software Defined Radio.”
  • 7.  ISSN: 2088-8708 Int J Elec & Comp Eng, Vol. 8, No. 4, August 2018 : 2588 – 2594 2594 [12] S. Semenov and E. Krouk, “Modulation and coding techniques in wireless communications.” John Wiley & Sons, 2011. [13] K. Fazel and S. Kaiser, “Multi-Carrier and Spread Spectrum Systems: From OFDM and MC-CDMA to LTE and WiMAX: Second Edition.” 2008, pp. 1-360. [14] F. M. Andreas, Wireless communications, 2nd ed. John Wiley & Sons, 2011. [15] “GNU Radio Manual and C++ API Reference: Main Page.” [Online]. Available: http://gnuradio.org/doc/doxygen/. [16] J. G. Proakis and M. Salehi, Digital Communications. 2008, p. 1150.