SlideShare a Scribd company logo
1 of 6
Download to read offline
TELKOMNIKA, Vol.16, No.5, October 2018, pp.1982~1987
ISSN: 1693-6930, accredited First Grade by Kemenristekdikti, Decree No: 21/E/KPT/2018
DOI: 10.12928/TELKOMNIKA.v16i5.10002  1982
Received May 25, 2018; Revised July 22, 2018; Accepted August 17, 2018
Tropospheric Scintillation with Rain Attenuation of
Ku Band at Tropical Region
Ibtihal F El-shami
1
, Lam Hong Yin
2
, Jafri Din*
3
, Ali I Elgayar
4
, and Manhal Alhilali
5
1,3,5
Wireless Communication Centre, Faculty of Electrical Engineering, Universiti Teknologi Malaysia,
81310 Johor Bahru, Johor, Malaysia
2
Department of Electrical Engineering Technology, Faculty of Engineering Technology,
Universiti Tun Hussein Onn Malaysia, Parit Raja, Batu Pahat 86400 Johor, Malaysia
1,4
College of Electrical and Electronics Technology Benghazi, Libya
*Corresponding author, e-mail: jafri@utm.my
Abstract
Tropospheric scintillation can become a significant impairment in satellite communication
systems, especially in tropical regions with frequencies higher than 10 GHz, the attenuation is dramatically
affecting the scintillation. This work concentrates on those aspects in equatorial Johor Bahru, Malaysia,
based on a one-year Ku-band propagation measurement campaign, utilizing the equipment of Direct
Broadcast Receiver (DBR) and Automatic Weather Station (AWS). This study investigates the relationship
between wet scintillation and rain attenuation using experimental measurement and concentrate on the
probability density function (PDF) of different scintillation parameters. From the results, it is concluded that
wet scintillation intensity increases with rain attenuation. Thus, the relationship can be phrased by linear
equations or power-law. The PDFs of wet scintillation intensity, adapted to a given rain attenuation level,
are found lognormally distributed, leading to selection of method for determining the relation between
conditional PDFs and rain attenuation.
Keywords: rain attenuation, tropospheric scintillation, ku-band, satellite communication
Copyright © 2018 Universitas Ahmad Dahlan. All rights reserved.
1. Introduction
Satellite communication systems operating at frequencies above 10 GHz are often
heavily influenced by atmospheric effects, mainly due to the scintillation and rain attenuation. In
order to efficiently use the channel capacity, the estimation of the amount of signal drop due to
the concurrent occurrence of the rain attenuation and wet scintillations is significant [1].This is
prominent, especially in tropical and equatorial regions where convective rain is most frequent.
Although there have been some studies to understand and estimate the relationship
between wet scintillation and rain attenuation in the temperate region [2-5], there are only
limited experimental results of wet scintillation in equatorial and tropical regions [6-9]. Therefore,
it is worthwhile to further investigate and estimate the natural characteristics of wet scintillation
in Malaysia with respect to the experimental database available and relationships between wet
scintillation and rain attenuation models from the established literature.
Furthermore, this study has been a focus to analyze the probability density function
(PDF) of both scintillation intensity and scintillation amplitude. Therefore, this study intends to
explore those statistics in an equatorial site by exploiting the propagation measurements carried
out at Universiti Teknologi Malaysia (UTM) in Johor Bahru, Malaysia. This work will be a helping
hand in providing knowledge for characterizing wet scintillation, by investigating the relationship
between wet scintillation and rain attenuation. A description of the measurement setup and data
analysis procedures, is given in Section 2 and Section 3. Results and discussions about wet
scintillation intensity are presented in Section 4 and Section 5. The main statistics of scintillation
amplitude are processed with in Section 6. Conclusions are given in Section 7.
2. Experimental Setup
The experimental station installed in the premises of Universiti Teknologi Malaysia,
Johor Bahru, situated at 103.64˚ E and 1.55˚ N consist of one direct broadcast receiving
TELKOMNIKA ISSN: 1693-6930 
Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami)
1983
antenna with a diameter of 90 cm, pointed toward MEASAT-3, broadcasting satellite at the
elevation angle of 75.61°. The broadcasting signal at 12.2 GHz is monitored and recorded
through spectrum analyzer and data logger. The experimental data was collected for one year
(January 2013 to December 2013). Automatic Weather Station (AWS) is also located equipped
with various sensors to provide several surface parameters such as temperature, humidity, and
wind speed and direction and a tipping bucket rain gauge, is also located near the receiver
antenna.
3. Rain Attenuation and Wet Scintillation Data Analysis
The experimental data set was divided into rain periods and clear sky periods. The start
and end of a rain event were manually identified from the observation of the rain rate time
series, concurrently collected from the rain gauge as in [5]. A quality inspection was performed
on all data to detect any false and invalid data behavior of the received signal. A total of 140 rain
events between January and December 2013 were collected and analyzed, totaling more than
280 hours. This data set is considered in this paper analysis.
The separation of wet scintillation effects and rain attenuation was achieved by using a
fifth-order Butterworth filter. Consequently, the time series of the received signal would need to
be low-pass filtered to remove rapid fluctuation, and high-pass filtered to take off rain
attenuation. The cut-off frequency used in this study was , which determined from the
power spectrum of signal variations as the power spectra of rain attenuation and scintillation,
had different log-slopes [3]. Figure 1 clearly evidenced that rain attenuation had a slope of
up to , followed by a typical tropospheric scintillation power spectrum
with slope, extended up to Nyquist frequency at .
Figure 1. Power spectrum density on 31st December 2013 for MEASAT-3
After the filtering process, the analysis to identify fade and enhancement scintillation
proceeded. For the relationship between these phenomena, scintillation intensity is
calculated as the standard deviation of the scintillation amplitude in the one-minute interval.
Similarly, the mean value of rain attenuation is calculated from the original data every minute
and related to the value of in the same minute.
4. Relationship between Attenuation and Scintillation Intensity
Majority of the studies on wet scintillation found that the scintillation intensity and rain
attenuation are highly correlated. This is due to the increase in tropospheric turbulence during
rain events [5]. The statistical dependence of scintillation standard deviation on the
synchronous rain attenuation can be modelled to utilize different expressions. The scintillation
intensity is related to rain attenuation through a power law [2]. In this study, both Mertens [10]
10
-4
10
-3
10
-2
10
-1
10
0
-50
-40
-30
-20
-10
0
10
20
30
Frequency (Hz)
Powerspectraldensity(dB2
/Hz)
0
-20dB/dec
0.02
-80/3 dB/dec
 ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 5, October 2018: 1982-1987
1984
and Van de Kamp [11], works in the Ku and Ka-bands, were used to discover experimentally a
linear relationship between these two parameters. Three of the various types of relationships
were tested on linear fitting, power-law fitting and the thin layer model to show the relation
between scintillation intensity and rain attenuation, as shown in Figure 2.
Figure 2. Scatterplot of standard deviation and rain attenuation for all data, 1-min
intervals, Skudai, Johor. Best fit with a linear relationship, the power law relationship, the thin
layer model, and the exponential relationship
A linear relationship between the scintillation intensity and attenuation seemed to be
suitable to fit the experimental data, leading to the following equations:
(1)
While, the exponential relation was also assessed through the relationship between the
scintillation standard deviation and rain attenuation, as follow
(2)
In addition, for power-law expression, a regression line analysis on log-log scales yielded a
slope equal to 0.1203 equation (3), where the exponent was not the original 5/12 as considered
in [2]. On the other hand, a thin layer model was fit to the measured data, equation (4) with
coefficients and .
(3)
⁄
(4)
From the expressions in Figure 2, it can be clearly seen that all could be used to evaluate the
scintillation intensity for rain attenuation up to 14 . However, the linear relationship had better
fitting in terms of RMS error, as shown in Table 1.
Table 1. Mean and RMS Errors of Fitting Expressions (1), (2), (3), and (4)
Fitting equation Mean error (dB) RMS error (dB)
Power law
Thin layer
Linear fit
Exponential fit
0 2 4 6 8 10 12 14 16 18
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
Attenuation (dB)
ScintillationStandarddeviation(dB)
Measured
Linear Fitting
Power Law Fitting
Thin Layer Model
Exponential Fitting
TELKOMNIKA ISSN: 1693-6930 
Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami)
1985
5. Long-Term Distribution of Scintillation Intensity
Wet Scintillation statistics are generated from the rain attenuation events. Two different
distributions can be calculated for scintillation fade. The first is CCDF (or the probability) of
occurrence of scintillation fade during rain attenuation. Figure 3 exhibits the cumulative
distribution of scintillation fade plotted as a function of attenuation in intervals of 2 wide,
except for the higher attenuation interval, due to the lack of data. As can be seen, with higher
rain attenuation, the scintillation fade became higher.
Figure 3. Conditional distributions of scintillation fade ( ) as a function of rain attenuation, from
0–2 to 8–16
Karasawa posited that Gamma distribution provides a good performance to model the
dry scintillation [12]. Furthermore, this study has been a focus to determine and model the PDF
of scintillation intensity for wet scintillation. Figure 4 displays two samples of the probability
density function (pdf) of rain attenuation between 2 and 4 , and for rain attenuation between 6
and 8 . It was found that the lognormal distributions were symmetric to the data for both
cases; which could be extended to all other attenuation ranges.
(a) (b)
Figure 4. Measured probability distributions of scintillation intensity dependent on rain
attenuation, and lognormal fits. (a) Rain attenuation: 2–4 . (b) Rain attenuation: 6–8
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
10
-2
10
-1
10
0
10
1
10
2
Scintillation Fade (dB)
Probability(%)
0-2dB
2-4dB
4-6dB
6-8dB
8-16dB
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
0
2
4
6
8
10
12
Scintillation intensity,x (dB)
Probabilitydensity(dB-1
)
Measured distribution
Normalfit
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
0
1
2
3
4
5
6
7
8
9
Scintillation intensity, x (dB)
Probabilitydensity(dB-1
)
Measured distribution
Normal fit
 ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 5, October 2018: 1982-1987
1986
The parameters mean and standard deviation of the associated normal
distribution of are listed in Table 2. The standard deviation value decreased with
attenuation, which was the opposite of the mean value. A relationship between both parameters
had been fitted using linear equation. Therefore, a linear fitting of both parameters leads to the
following equations:
(5)
(6)
As a result, the RMS errors were equal to 0.0607 and 0.0478 for each relationship, respectively.
Table 2. Parameters of the Lognormal Fit to the Conditional Probability Density
Function ⁄
Rain attenuation Mean value of
ln( )x , m
Standard deviation of
ln( )x , 
1-2 -1.386 0.1428
2-3 -1.342 0.1403
3-4 -1.304 0.1483
4-5 -1.272 0.1721
5-6 -1.256 0.1733
6-7 -1.223 0.1762
7-8 -1.174 0.1964
8-9 -1.174 0.1981
9-10 -1.098 0.2134
6. Long-Term PDF of Scintillation Amplitude
A pdf comparison had been made between the scintillation amplitude for attenuation
range of 0-2 and 8-16 . In Figure 5, the first curve refers to the best performance found for
a normal distribution. Meanwhile, high rain attenuation exhibited that the Logistic distribution
had given a better agreement with the second curve. However, it was interesting to notice that
as the attenuation increased, the scintillation amplitude distribution became slightly broader. It
means that the rapid fluctuation of the high attenuation was relatively higher than that of low
attenuation; which might be due to the presence of heavy rainfall in equatorial Malaysia.
Figure 5. PDF of scintillation amplitude for various attenuation levels. Measured distribution,
normal fitting and logistic fitting
-2 -1.5 -1 -0.5 0 0.5 1 1.5 2
10
-3
10
-2
10
-1
10
0
Scintillation amplitude (dB)
Probabilitydistrubution(dB-1
)
A= 0_2 dB
Normal distribution
A=8_16 dB
Logistic distribution
TELKOMNIKA ISSN: 1693-6930 
Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami)
1987
7. Conclusion
Wet scintillation characteristics in tropical and equatorial regions were intensively
investigated. The relationships between wet scintillation and rain attenuation were obtained
using several expressions of relationships such as thin layer model, linear relation and power
law. Besides these results, the CCDF of wet scintillation with rain attenuation of 0-2 dB and
6-8 dB in Johor Bahru at 0.01% of the time were 1.015dB and 1.48 dB, respectively.
Furthermore, the analysis of scintillation intensity as a function of attenuation suggested that a
lognormal distribution is symmetrical to the data to provide a relationship between the standard
deviation of and attenuation and the relationship between the mean of and
attenuation. Finally, the PDF of scintillation intensity had also been included as part of the
analysis. The results reported that the normal distribution is agreeable with low scintillation
intensity. Whereas, for strong intensities, the Logistic distribution had given a better agreement.
Acknowledgment
This work has been funded by Ministry of Education Malaysia with Universiti Teknologi
Malaysia under HICOE University Grant Vot. No. 4J221, FRGS Vot. No. 4F958 and the
Universiti Tun Hussein Onn Malaysia under contract research grant Vot U434, and was partially
developed in the framework of the Universiti Teknologi Malaysia Contract Research, Vot. No.
4C062.
References
[1] Filip M, Vilar E. Optimum utilization of the channel capacity of a satellite link in the presence of
amplitude scintillations and rain attenuation. IEEE Trans Commun. 1990; 38(11): 1958-65.
[2] Matricciani E, Mauri M, Riva C. Relationship between scintillation and rain attenuation at 19.77 GHz.
Radio Sci. 1996; 31(02): 273-9.
[3] Matricciani E, Mauri M, Riva C. Scintillation and simultaneous rain attenuation at 12.5 GHz to satellite
Olympus. Radio Sci. 1997; 32(5): 1861-6.
[4] Matricciani E, Riva C. 18.7 GHz tropospheric scintillation and simultaneous rain attenuation
measured at Spino d’Adda and Darmstadt with Italsat. Radio Sci. 2008; 43(1): 1-13.
[5] Garcia-del-Pino P, Riera JM, Benarroch A. Tropospheric scintillation with concurrent rain attenuation
at 50 GHz in Madrid. IEEE Trans Antennas Propag. 2012; 60(3): 1578-83.
[6] Maitra A, Adhikari A. Scintillations of Ku Band Satellite Signal Related to Rain Attenuation at a
Tropical Location. In: 2008 URSI General Assembly. Chicago. 2008.
[7] Suryana J, Utoro S, Tanaka K, Igarashi K, Jida M. Two years characterization of concurrent Ku-band
rain attenuation and tropospheric scintillation in Bandung, Indonesia using JCSAT3. In: Fifth
International Conference on: Information, Communications and Signal Processing (ICICS). Bangkok.
2005: 1585-9.
[8] De A, Chakraborty R, Maitra A. Studies on rain induced scintillation during convective events over
Kolkata. In: 10th International Conference on Microwaves, Antenna, Propagation and Remote
Sensing (ICMARS). Jodhpur. 2014: 96-7.
[9] Adhikari A, Maitra A. Studies on the inter-relation of Ku-band scintillations and rain attenuation over
an Earth–space path on the basis of their static and dynamic spectral analysis. J Atmos solar-
terrestrial Phys. 2011; 73(4): 516-27.
[10] Mertens D, Vanhoenacker-Janvier D. Rain fade dependence model of long-term scintillation
amplitude distribution at 12.5 GHz. Electron Lett. 2001; 37(10): 657-8.
[11] Van de Kamp MMJL. Climatic Radiowave Propagation Models for the design of Satellite
Communication Systems. Technische Universiteit Eindhoven. 1999.
[12] Karasawa Y, Yamada M, Allnutt JE. A new prediction method for tropospheric scintillation on earth-
space paths. IEEE Trans Antennas Propag. 1988; 36(11): 1608-14.

More Related Content

What's hot

Study of tropospheric scintillation effects in Ku-band frequency for satellit...
Study of tropospheric scintillation effects in Ku-band frequency for satellit...Study of tropospheric scintillation effects in Ku-band frequency for satellit...
Study of tropospheric scintillation effects in Ku-band frequency for satellit...IJECEIAES
 
IGARSS2011-TDX_Florian_v2.ppt
IGARSS2011-TDX_Florian_v2.pptIGARSS2011-TDX_Florian_v2.ppt
IGARSS2011-TDX_Florian_v2.pptgrssieee
 
Cadiz air17013 fu1_g_lopez
Cadiz air17013 fu1_g_lopezCadiz air17013 fu1_g_lopez
Cadiz air17013 fu1_g_lopezGabriel Lr
 
NRAO2020RadioChicago
NRAO2020RadioChicagoNRAO2020RadioChicago
NRAO2020RadioChicagoJr-Wei Tsai
 
A rain attenuation time series synthesizer based dirac lognormal
A rain attenuation time series synthesizer based dirac lognormalA rain attenuation time series synthesizer based dirac lognormal
A rain attenuation time series synthesizer based dirac lognormalthuhienptit2003
 
A methodology for precise estimation of rain attenuation on terrestrial milli...
A methodology for precise estimation of rain attenuation on terrestrial milli...A methodology for precise estimation of rain attenuation on terrestrial milli...
A methodology for precise estimation of rain attenuation on terrestrial milli...TELKOMNIKA JOURNAL
 
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...Waqas Tariq
 
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEM
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEMENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEM
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEMijcsit
 
TU1.T10.4.ppt
TU1.T10.4.pptTU1.T10.4.ppt
TU1.T10.4.pptgrssieee
 
2_Chinnawat_IGARSS11_711B.ppt
2_Chinnawat_IGARSS11_711B.ppt2_Chinnawat_IGARSS11_711B.ppt
2_Chinnawat_IGARSS11_711B.pptgrssieee
 
CorbellaPringle&Stretch_Spectra&CPs_CE2015
CorbellaPringle&Stretch_Spectra&CPs_CE2015CorbellaPringle&Stretch_Spectra&CPs_CE2015
CorbellaPringle&Stretch_Spectra&CPs_CE2015Justin Pringle
 
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with Frontier
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with FrontierCavity-enhanced Absorption Spectroscopy for Trace Gas Detection with Frontier
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with FrontierPerkinElmer, Inc.
 
4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.pptgrssieee
 
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...Pratik Ramdasi
 
IGARSS_LIU_XU_2011.ppt
IGARSS_LIU_XU_2011.pptIGARSS_LIU_XU_2011.ppt
IGARSS_LIU_XU_2011.pptgrssieee
 

What's hot (19)

Study of tropospheric scintillation effects in Ku-band frequency for satellit...
Study of tropospheric scintillation effects in Ku-band frequency for satellit...Study of tropospheric scintillation effects in Ku-band frequency for satellit...
Study of tropospheric scintillation effects in Ku-band frequency for satellit...
 
IGARSS2011-TDX_Florian_v2.ppt
IGARSS2011-TDX_Florian_v2.pptIGARSS2011-TDX_Florian_v2.ppt
IGARSS2011-TDX_Florian_v2.ppt
 
Cadiz air17013 fu1_g_lopez
Cadiz air17013 fu1_g_lopezCadiz air17013 fu1_g_lopez
Cadiz air17013 fu1_g_lopez
 
NRAO2020RadioChicago
NRAO2020RadioChicagoNRAO2020RadioChicago
NRAO2020RadioChicago
 
A rain attenuation time series synthesizer based dirac lognormal
A rain attenuation time series synthesizer based dirac lognormalA rain attenuation time series synthesizer based dirac lognormal
A rain attenuation time series synthesizer based dirac lognormal
 
A methodology for precise estimation of rain attenuation on terrestrial milli...
A methodology for precise estimation of rain attenuation on terrestrial milli...A methodology for precise estimation of rain attenuation on terrestrial milli...
A methodology for precise estimation of rain attenuation on terrestrial milli...
 
40120140504008
4012014050400840120140504008
40120140504008
 
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...
Multi-Resolution Analysis: MRA Based Bright Band Height Estimation with Preci...
 
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEM
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEMENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEM
ENVIRONMENTALLY CORRECTED RSSI BASED REAL TIME LOCATION DETECTION SYSTEM
 
TU1.T10.4.ppt
TU1.T10.4.pptTU1.T10.4.ppt
TU1.T10.4.ppt
 
2_Chinnawat_IGARSS11_711B.ppt
2_Chinnawat_IGARSS11_711B.ppt2_Chinnawat_IGARSS11_711B.ppt
2_Chinnawat_IGARSS11_711B.ppt
 
CorbellaPringle&Stretch_Spectra&CPs_CE2015
CorbellaPringle&Stretch_Spectra&CPs_CE2015CorbellaPringle&Stretch_Spectra&CPs_CE2015
CorbellaPringle&Stretch_Spectra&CPs_CE2015
 
IJET-V3I2P9
IJET-V3I2P9IJET-V3I2P9
IJET-V3I2P9
 
A04720109
A04720109A04720109
A04720109
 
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with Frontier
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with FrontierCavity-enhanced Absorption Spectroscopy for Trace Gas Detection with Frontier
Cavity-enhanced Absorption Spectroscopy for Trace Gas Detection with Frontier
 
4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt
 
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...
Parametric Time Domain Method for separation of Cloud and Drizzle for ARM Clo...
 
Belmonte
BelmonteBelmonte
Belmonte
 
IGARSS_LIU_XU_2011.ppt
IGARSS_LIU_XU_2011.pptIGARSS_LIU_XU_2011.ppt
IGARSS_LIU_XU_2011.ppt
 

Similar to Tropospheric Scintillation with Rain Attenuation of Ku Band at Tropical Region

DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...
DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...
DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...IJEEE
 
Investigation of time diversity gain for earth to satellite link using rain r...
Investigation of time diversity gain for earth to satellite link using rain r...Investigation of time diversity gain for earth to satellite link using rain r...
Investigation of time diversity gain for earth to satellite link using rain r...journalBEEI
 
Wdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filterWdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filtereSAT Journals
 
Wdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filterWdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filtereSAT Publishing House
 
Estimation of satellite link’s fade margin using non-meteorological techniqu...
Estimation of satellite link’s fade margin using  non-meteorological techniqu...Estimation of satellite link’s fade margin using  non-meteorological techniqu...
Estimation of satellite link’s fade margin using non-meteorological techniqu...IJECEIAES
 
Rain attenuation statistics for mobile satellite communications estimated fro...
Rain attenuation statistics for mobile satellite communications estimated fro...Rain attenuation statistics for mobile satellite communications estimated fro...
Rain attenuation statistics for mobile satellite communications estimated fro...TELKOMNIKA JOURNAL
 
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...IJECEIAES
 
Performance Evaluation of Free Space Optical link under various weather condi...
Performance Evaluation of Free Space Optical link under various weather condi...Performance Evaluation of Free Space Optical link under various weather condi...
Performance Evaluation of Free Space Optical link under various weather condi...Saloni Bhatia
 
Scattering Regimes for Underwater Optical Wireless Communications using Monte...
Scattering Regimes for Underwater Optical Wireless Communications using Monte...Scattering Regimes for Underwater Optical Wireless Communications using Monte...
Scattering Regimes for Underwater Optical Wireless Communications using Monte...IJECEIAES
 
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...Estimating losses at 40-GHz downlink using non-meteorological techniques in h...
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...TELKOMNIKA JOURNAL
 
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...journalBEEI
 
Channel fading attenuation based on rainfall rate for future 5G wireless com...
Channel fading attenuation based on rainfall rate for future 5G  wireless com...Channel fading attenuation based on rainfall rate for future 5G  wireless com...
Channel fading attenuation based on rainfall rate for future 5G wireless com...IJECEIAES
 
Characterization of fog attenuation for free space optical
Characterization of fog attenuation for free space opticalCharacterization of fog attenuation for free space optical
Characterization of fog attenuation for free space opticalIAEME Publication
 
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...IJTET Journal
 
The Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary TransmissionThe Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary Transmissionijceronline
 
The Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary TransmissionThe Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary Transmissionijceronline
 

Similar to Tropospheric Scintillation with Rain Attenuation of Ku Band at Tropical Region (20)

DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...
DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...
DATA RATE ANALYSIS AND COMPARING THE EFFECT OF FOG AND SNOW FOR FREE SPACE OP...
 
Investigation of time diversity gain for earth to satellite link using rain r...
Investigation of time diversity gain for earth to satellite link using rain r...Investigation of time diversity gain for earth to satellite link using rain r...
Investigation of time diversity gain for earth to satellite link using rain r...
 
D133439
D133439D133439
D133439
 
Wdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filterWdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filter
 
Wdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filterWdm based fso link optimizing for 180 km using bessel filter
Wdm based fso link optimizing for 180 km using bessel filter
 
Estimation of satellite link’s fade margin using non-meteorological techniqu...
Estimation of satellite link’s fade margin using  non-meteorological techniqu...Estimation of satellite link’s fade margin using  non-meteorological techniqu...
Estimation of satellite link’s fade margin using non-meteorological techniqu...
 
Rain attenuation statistics for mobile satellite communications estimated fro...
Rain attenuation statistics for mobile satellite communications estimated fro...Rain attenuation statistics for mobile satellite communications estimated fro...
Rain attenuation statistics for mobile satellite communications estimated fro...
 
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...
Analysis of Time Diversity Gain for Satellite Communication Link based on Ku-...
 
Performance Evaluation of Free Space Optical link under various weather condi...
Performance Evaluation of Free Space Optical link under various weather condi...Performance Evaluation of Free Space Optical link under various weather condi...
Performance Evaluation of Free Space Optical link under various weather condi...
 
Scattering Regimes for Underwater Optical Wireless Communications using Monte...
Scattering Regimes for Underwater Optical Wireless Communications using Monte...Scattering Regimes for Underwater Optical Wireless Communications using Monte...
Scattering Regimes for Underwater Optical Wireless Communications using Monte...
 
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...Estimating losses at 40-GHz downlink using non-meteorological techniques in h...
Estimating losses at 40-GHz downlink using non-meteorological techniques in h...
 
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...
Analysis of airborne dust effects on terrestrialmicrowave propagation in arid...
 
3. 23245.pdf
3. 23245.pdf3. 23245.pdf
3. 23245.pdf
 
40120140504008
4012014050400840120140504008
40120140504008
 
Channel fading attenuation based on rainfall rate for future 5G wireless com...
Channel fading attenuation based on rainfall rate for future 5G  wireless com...Channel fading attenuation based on rainfall rate for future 5G  wireless com...
Channel fading attenuation based on rainfall rate for future 5G wireless com...
 
Characterization of fog attenuation for free space optical
Characterization of fog attenuation for free space opticalCharacterization of fog attenuation for free space optical
Characterization of fog attenuation for free space optical
 
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...
Weibull Distribution Based Channel Prototype For Decrease of Rain Attenuation...
 
The Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary TransmissionThe Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary Transmission
 
The Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary TransmissionThe Aerial Wetted Path of Geostationary Transmission
The Aerial Wetted Path of Geostationary Transmission
 
C010411218
C010411218C010411218
C010411218
 

More from TELKOMNIKA JOURNAL

Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...TELKOMNIKA JOURNAL
 
Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...TELKOMNIKA JOURNAL
 
Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...TELKOMNIKA JOURNAL
 
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...TELKOMNIKA JOURNAL
 
Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...TELKOMNIKA JOURNAL
 
Efficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaEfficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaTELKOMNIKA JOURNAL
 
Design and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireDesign and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireTELKOMNIKA JOURNAL
 
Wavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkWavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkTELKOMNIKA JOURNAL
 
A novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsA novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsTELKOMNIKA JOURNAL
 
Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...TELKOMNIKA JOURNAL
 
Brief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesBrief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesTELKOMNIKA JOURNAL
 
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...TELKOMNIKA JOURNAL
 
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemEvaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemTELKOMNIKA JOURNAL
 
Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...TELKOMNIKA JOURNAL
 
Reagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorReagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorTELKOMNIKA JOURNAL
 
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...TELKOMNIKA JOURNAL
 
A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...TELKOMNIKA JOURNAL
 
Electroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksElectroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksTELKOMNIKA JOURNAL
 
Adaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingAdaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingTELKOMNIKA JOURNAL
 
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...TELKOMNIKA JOURNAL
 

More from TELKOMNIKA JOURNAL (20)

Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...Amazon products reviews classification based on machine learning, deep learni...
Amazon products reviews classification based on machine learning, deep learni...
 
Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...Design, simulation, and analysis of microstrip patch antenna for wireless app...
Design, simulation, and analysis of microstrip patch antenna for wireless app...
 
Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...Design and simulation an optimal enhanced PI controller for congestion avoida...
Design and simulation an optimal enhanced PI controller for congestion avoida...
 
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
Improving the detection of intrusion in vehicular ad-hoc networks with modifi...
 
Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...Conceptual model of internet banking adoption with perceived risk and trust f...
Conceptual model of internet banking adoption with perceived risk and trust f...
 
Efficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antennaEfficient combined fuzzy logic and LMS algorithm for smart antenna
Efficient combined fuzzy logic and LMS algorithm for smart antenna
 
Design and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fireDesign and implementation of a LoRa-based system for warning of forest fire
Design and implementation of a LoRa-based system for warning of forest fire
 
Wavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio networkWavelet-based sensing technique in cognitive radio network
Wavelet-based sensing technique in cognitive radio network
 
A novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bandsA novel compact dual-band bandstop filter with enhanced rejection bands
A novel compact dual-band bandstop filter with enhanced rejection bands
 
Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...Deep learning approach to DDoS attack with imbalanced data at the application...
Deep learning approach to DDoS attack with imbalanced data at the application...
 
Brief note on match and miss-match uncertainties
Brief note on match and miss-match uncertaintiesBrief note on match and miss-match uncertainties
Brief note on match and miss-match uncertainties
 
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
Implementation of FinFET technology based low power 4×4 Wallace tree multipli...
 
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G systemEvaluation of the weighted-overlap add model with massive MIMO in a 5G system
Evaluation of the weighted-overlap add model with massive MIMO in a 5G system
 
Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...Reflector antenna design in different frequencies using frequency selective s...
Reflector antenna design in different frequencies using frequency selective s...
 
Reagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensorReagentless iron detection in water based on unclad fiber optical sensor
Reagentless iron detection in water based on unclad fiber optical sensor
 
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...Impact of CuS counter electrode calcination temperature on quantum dot sensit...
Impact of CuS counter electrode calcination temperature on quantum dot sensit...
 
A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...A progressive learning for structural tolerance online sequential extreme lea...
A progressive learning for structural tolerance online sequential extreme lea...
 
Electroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networksElectroencephalography-based brain-computer interface using neural networks
Electroencephalography-based brain-computer interface using neural networks
 
Adaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imagingAdaptive segmentation algorithm based on level set model in medical imaging
Adaptive segmentation algorithm based on level set model in medical imaging
 
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
Automatic channel selection using shuffled frog leaping algorithm for EEG bas...
 

Recently uploaded

BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxfenichawla
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesPrabhanshu Chaturvedi
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGSIVASHANKAR N
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 

Recently uploaded (20)

DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 

Tropospheric Scintillation with Rain Attenuation of Ku Band at Tropical Region

  • 1. TELKOMNIKA, Vol.16, No.5, October 2018, pp.1982~1987 ISSN: 1693-6930, accredited First Grade by Kemenristekdikti, Decree No: 21/E/KPT/2018 DOI: 10.12928/TELKOMNIKA.v16i5.10002  1982 Received May 25, 2018; Revised July 22, 2018; Accepted August 17, 2018 Tropospheric Scintillation with Rain Attenuation of Ku Band at Tropical Region Ibtihal F El-shami 1 , Lam Hong Yin 2 , Jafri Din* 3 , Ali I Elgayar 4 , and Manhal Alhilali 5 1,3,5 Wireless Communication Centre, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, 81310 Johor Bahru, Johor, Malaysia 2 Department of Electrical Engineering Technology, Faculty of Engineering Technology, Universiti Tun Hussein Onn Malaysia, Parit Raja, Batu Pahat 86400 Johor, Malaysia 1,4 College of Electrical and Electronics Technology Benghazi, Libya *Corresponding author, e-mail: jafri@utm.my Abstract Tropospheric scintillation can become a significant impairment in satellite communication systems, especially in tropical regions with frequencies higher than 10 GHz, the attenuation is dramatically affecting the scintillation. This work concentrates on those aspects in equatorial Johor Bahru, Malaysia, based on a one-year Ku-band propagation measurement campaign, utilizing the equipment of Direct Broadcast Receiver (DBR) and Automatic Weather Station (AWS). This study investigates the relationship between wet scintillation and rain attenuation using experimental measurement and concentrate on the probability density function (PDF) of different scintillation parameters. From the results, it is concluded that wet scintillation intensity increases with rain attenuation. Thus, the relationship can be phrased by linear equations or power-law. The PDFs of wet scintillation intensity, adapted to a given rain attenuation level, are found lognormally distributed, leading to selection of method for determining the relation between conditional PDFs and rain attenuation. Keywords: rain attenuation, tropospheric scintillation, ku-band, satellite communication Copyright © 2018 Universitas Ahmad Dahlan. All rights reserved. 1. Introduction Satellite communication systems operating at frequencies above 10 GHz are often heavily influenced by atmospheric effects, mainly due to the scintillation and rain attenuation. In order to efficiently use the channel capacity, the estimation of the amount of signal drop due to the concurrent occurrence of the rain attenuation and wet scintillations is significant [1].This is prominent, especially in tropical and equatorial regions where convective rain is most frequent. Although there have been some studies to understand and estimate the relationship between wet scintillation and rain attenuation in the temperate region [2-5], there are only limited experimental results of wet scintillation in equatorial and tropical regions [6-9]. Therefore, it is worthwhile to further investigate and estimate the natural characteristics of wet scintillation in Malaysia with respect to the experimental database available and relationships between wet scintillation and rain attenuation models from the established literature. Furthermore, this study has been a focus to analyze the probability density function (PDF) of both scintillation intensity and scintillation amplitude. Therefore, this study intends to explore those statistics in an equatorial site by exploiting the propagation measurements carried out at Universiti Teknologi Malaysia (UTM) in Johor Bahru, Malaysia. This work will be a helping hand in providing knowledge for characterizing wet scintillation, by investigating the relationship between wet scintillation and rain attenuation. A description of the measurement setup and data analysis procedures, is given in Section 2 and Section 3. Results and discussions about wet scintillation intensity are presented in Section 4 and Section 5. The main statistics of scintillation amplitude are processed with in Section 6. Conclusions are given in Section 7. 2. Experimental Setup The experimental station installed in the premises of Universiti Teknologi Malaysia, Johor Bahru, situated at 103.64˚ E and 1.55˚ N consist of one direct broadcast receiving
  • 2. TELKOMNIKA ISSN: 1693-6930  Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami) 1983 antenna with a diameter of 90 cm, pointed toward MEASAT-3, broadcasting satellite at the elevation angle of 75.61°. The broadcasting signal at 12.2 GHz is monitored and recorded through spectrum analyzer and data logger. The experimental data was collected for one year (January 2013 to December 2013). Automatic Weather Station (AWS) is also located equipped with various sensors to provide several surface parameters such as temperature, humidity, and wind speed and direction and a tipping bucket rain gauge, is also located near the receiver antenna. 3. Rain Attenuation and Wet Scintillation Data Analysis The experimental data set was divided into rain periods and clear sky periods. The start and end of a rain event were manually identified from the observation of the rain rate time series, concurrently collected from the rain gauge as in [5]. A quality inspection was performed on all data to detect any false and invalid data behavior of the received signal. A total of 140 rain events between January and December 2013 were collected and analyzed, totaling more than 280 hours. This data set is considered in this paper analysis. The separation of wet scintillation effects and rain attenuation was achieved by using a fifth-order Butterworth filter. Consequently, the time series of the received signal would need to be low-pass filtered to remove rapid fluctuation, and high-pass filtered to take off rain attenuation. The cut-off frequency used in this study was , which determined from the power spectrum of signal variations as the power spectra of rain attenuation and scintillation, had different log-slopes [3]. Figure 1 clearly evidenced that rain attenuation had a slope of up to , followed by a typical tropospheric scintillation power spectrum with slope, extended up to Nyquist frequency at . Figure 1. Power spectrum density on 31st December 2013 for MEASAT-3 After the filtering process, the analysis to identify fade and enhancement scintillation proceeded. For the relationship between these phenomena, scintillation intensity is calculated as the standard deviation of the scintillation amplitude in the one-minute interval. Similarly, the mean value of rain attenuation is calculated from the original data every minute and related to the value of in the same minute. 4. Relationship between Attenuation and Scintillation Intensity Majority of the studies on wet scintillation found that the scintillation intensity and rain attenuation are highly correlated. This is due to the increase in tropospheric turbulence during rain events [5]. The statistical dependence of scintillation standard deviation on the synchronous rain attenuation can be modelled to utilize different expressions. The scintillation intensity is related to rain attenuation through a power law [2]. In this study, both Mertens [10] 10 -4 10 -3 10 -2 10 -1 10 0 -50 -40 -30 -20 -10 0 10 20 30 Frequency (Hz) Powerspectraldensity(dB2 /Hz) 0 -20dB/dec 0.02 -80/3 dB/dec
  • 3.  ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 5, October 2018: 1982-1987 1984 and Van de Kamp [11], works in the Ku and Ka-bands, were used to discover experimentally a linear relationship between these two parameters. Three of the various types of relationships were tested on linear fitting, power-law fitting and the thin layer model to show the relation between scintillation intensity and rain attenuation, as shown in Figure 2. Figure 2. Scatterplot of standard deviation and rain attenuation for all data, 1-min intervals, Skudai, Johor. Best fit with a linear relationship, the power law relationship, the thin layer model, and the exponential relationship A linear relationship between the scintillation intensity and attenuation seemed to be suitable to fit the experimental data, leading to the following equations: (1) While, the exponential relation was also assessed through the relationship between the scintillation standard deviation and rain attenuation, as follow (2) In addition, for power-law expression, a regression line analysis on log-log scales yielded a slope equal to 0.1203 equation (3), where the exponent was not the original 5/12 as considered in [2]. On the other hand, a thin layer model was fit to the measured data, equation (4) with coefficients and . (3) ⁄ (4) From the expressions in Figure 2, it can be clearly seen that all could be used to evaluate the scintillation intensity for rain attenuation up to 14 . However, the linear relationship had better fitting in terms of RMS error, as shown in Table 1. Table 1. Mean and RMS Errors of Fitting Expressions (1), (2), (3), and (4) Fitting equation Mean error (dB) RMS error (dB) Power law Thin layer Linear fit Exponential fit 0 2 4 6 8 10 12 14 16 18 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 Attenuation (dB) ScintillationStandarddeviation(dB) Measured Linear Fitting Power Law Fitting Thin Layer Model Exponential Fitting
  • 4. TELKOMNIKA ISSN: 1693-6930  Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami) 1985 5. Long-Term Distribution of Scintillation Intensity Wet Scintillation statistics are generated from the rain attenuation events. Two different distributions can be calculated for scintillation fade. The first is CCDF (or the probability) of occurrence of scintillation fade during rain attenuation. Figure 3 exhibits the cumulative distribution of scintillation fade plotted as a function of attenuation in intervals of 2 wide, except for the higher attenuation interval, due to the lack of data. As can be seen, with higher rain attenuation, the scintillation fade became higher. Figure 3. Conditional distributions of scintillation fade ( ) as a function of rain attenuation, from 0–2 to 8–16 Karasawa posited that Gamma distribution provides a good performance to model the dry scintillation [12]. Furthermore, this study has been a focus to determine and model the PDF of scintillation intensity for wet scintillation. Figure 4 displays two samples of the probability density function (pdf) of rain attenuation between 2 and 4 , and for rain attenuation between 6 and 8 . It was found that the lognormal distributions were symmetric to the data for both cases; which could be extended to all other attenuation ranges. (a) (b) Figure 4. Measured probability distributions of scintillation intensity dependent on rain attenuation, and lognormal fits. (a) Rain attenuation: 2–4 . (b) Rain attenuation: 6–8 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 10 -2 10 -1 10 0 10 1 10 2 Scintillation Fade (dB) Probability(%) 0-2dB 2-4dB 4-6dB 6-8dB 8-16dB 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 2 4 6 8 10 12 Scintillation intensity,x (dB) Probabilitydensity(dB-1 ) Measured distribution Normalfit 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 1 2 3 4 5 6 7 8 9 Scintillation intensity, x (dB) Probabilitydensity(dB-1 ) Measured distribution Normal fit
  • 5.  ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 5, October 2018: 1982-1987 1986 The parameters mean and standard deviation of the associated normal distribution of are listed in Table 2. The standard deviation value decreased with attenuation, which was the opposite of the mean value. A relationship between both parameters had been fitted using linear equation. Therefore, a linear fitting of both parameters leads to the following equations: (5) (6) As a result, the RMS errors were equal to 0.0607 and 0.0478 for each relationship, respectively. Table 2. Parameters of the Lognormal Fit to the Conditional Probability Density Function ⁄ Rain attenuation Mean value of ln( )x , m Standard deviation of ln( )x ,  1-2 -1.386 0.1428 2-3 -1.342 0.1403 3-4 -1.304 0.1483 4-5 -1.272 0.1721 5-6 -1.256 0.1733 6-7 -1.223 0.1762 7-8 -1.174 0.1964 8-9 -1.174 0.1981 9-10 -1.098 0.2134 6. Long-Term PDF of Scintillation Amplitude A pdf comparison had been made between the scintillation amplitude for attenuation range of 0-2 and 8-16 . In Figure 5, the first curve refers to the best performance found for a normal distribution. Meanwhile, high rain attenuation exhibited that the Logistic distribution had given a better agreement with the second curve. However, it was interesting to notice that as the attenuation increased, the scintillation amplitude distribution became slightly broader. It means that the rapid fluctuation of the high attenuation was relatively higher than that of low attenuation; which might be due to the presence of heavy rainfall in equatorial Malaysia. Figure 5. PDF of scintillation amplitude for various attenuation levels. Measured distribution, normal fitting and logistic fitting -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 10 -3 10 -2 10 -1 10 0 Scintillation amplitude (dB) Probabilitydistrubution(dB-1 ) A= 0_2 dB Normal distribution A=8_16 dB Logistic distribution
  • 6. TELKOMNIKA ISSN: 1693-6930  Tropospheric Scintillation with Rain Attenuation of.... (Ibtihal F El-shami) 1987 7. Conclusion Wet scintillation characteristics in tropical and equatorial regions were intensively investigated. The relationships between wet scintillation and rain attenuation were obtained using several expressions of relationships such as thin layer model, linear relation and power law. Besides these results, the CCDF of wet scintillation with rain attenuation of 0-2 dB and 6-8 dB in Johor Bahru at 0.01% of the time were 1.015dB and 1.48 dB, respectively. Furthermore, the analysis of scintillation intensity as a function of attenuation suggested that a lognormal distribution is symmetrical to the data to provide a relationship between the standard deviation of and attenuation and the relationship between the mean of and attenuation. Finally, the PDF of scintillation intensity had also been included as part of the analysis. The results reported that the normal distribution is agreeable with low scintillation intensity. Whereas, for strong intensities, the Logistic distribution had given a better agreement. Acknowledgment This work has been funded by Ministry of Education Malaysia with Universiti Teknologi Malaysia under HICOE University Grant Vot. No. 4J221, FRGS Vot. No. 4F958 and the Universiti Tun Hussein Onn Malaysia under contract research grant Vot U434, and was partially developed in the framework of the Universiti Teknologi Malaysia Contract Research, Vot. No. 4C062. References [1] Filip M, Vilar E. Optimum utilization of the channel capacity of a satellite link in the presence of amplitude scintillations and rain attenuation. IEEE Trans Commun. 1990; 38(11): 1958-65. [2] Matricciani E, Mauri M, Riva C. Relationship between scintillation and rain attenuation at 19.77 GHz. Radio Sci. 1996; 31(02): 273-9. [3] Matricciani E, Mauri M, Riva C. Scintillation and simultaneous rain attenuation at 12.5 GHz to satellite Olympus. Radio Sci. 1997; 32(5): 1861-6. [4] Matricciani E, Riva C. 18.7 GHz tropospheric scintillation and simultaneous rain attenuation measured at Spino d’Adda and Darmstadt with Italsat. Radio Sci. 2008; 43(1): 1-13. [5] Garcia-del-Pino P, Riera JM, Benarroch A. Tropospheric scintillation with concurrent rain attenuation at 50 GHz in Madrid. IEEE Trans Antennas Propag. 2012; 60(3): 1578-83. [6] Maitra A, Adhikari A. Scintillations of Ku Band Satellite Signal Related to Rain Attenuation at a Tropical Location. In: 2008 URSI General Assembly. Chicago. 2008. [7] Suryana J, Utoro S, Tanaka K, Igarashi K, Jida M. Two years characterization of concurrent Ku-band rain attenuation and tropospheric scintillation in Bandung, Indonesia using JCSAT3. In: Fifth International Conference on: Information, Communications and Signal Processing (ICICS). Bangkok. 2005: 1585-9. [8] De A, Chakraborty R, Maitra A. Studies on rain induced scintillation during convective events over Kolkata. In: 10th International Conference on Microwaves, Antenna, Propagation and Remote Sensing (ICMARS). Jodhpur. 2014: 96-7. [9] Adhikari A, Maitra A. Studies on the inter-relation of Ku-band scintillations and rain attenuation over an Earth–space path on the basis of their static and dynamic spectral analysis. J Atmos solar- terrestrial Phys. 2011; 73(4): 516-27. [10] Mertens D, Vanhoenacker-Janvier D. Rain fade dependence model of long-term scintillation amplitude distribution at 12.5 GHz. Electron Lett. 2001; 37(10): 657-8. [11] Van de Kamp MMJL. Climatic Radiowave Propagation Models for the design of Satellite Communication Systems. Technische Universiteit Eindhoven. 1999. [12] Karasawa Y, Yamada M, Allnutt JE. A new prediction method for tropospheric scintillation on earth- space paths. IEEE Trans Antennas Propag. 1988; 36(11): 1608-14.