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International Journal of Modern Engineering Research (IJMER)
               www.ijmer.com         Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152       ISSN: 2249-6645

 Analysis of Free Space Optical Communication System for Different
         Atmospheric Conditions & Modulation Techniques
                                           Shalini khare, namrata sahayam
               1, 2
                      Department of electronics & communication Jabalpur Engineering College, Jabalpur, India

Abstract: The free space optical communication (FSO) is                    They describe the use of maximum-likelihood
often used for digital communication systems because of its      detection in spatial diversity reception to reduce the
low cost. It is also preferred where the developing the          diversity gain penalty caused by correlation between the
infrastructure is difficult. It also provides the security       fading at different receivers. In other paper Hennes
because of its line of sight nature and very small detectable    HENNIGER and Otakar WILFERT [6] gives an overview
area, but besides the given advantages it’s having serious       of the challenges a system designer has to consider while
problem because the performance of FSO is very sensitive         implementing an FSO system. Typical gains and losses
to the channel (space) conditions, which changes                 along the path from the transmitter through the medium to
continuously also the conditions are much complicated then       the receiver are introduced in this paper. This paper also
the conditions in RF channels. Hence in this paper an            discussed the different modulation and coding techniques
analysis of the FSO communication in presented under             for the FSO.       Xiaoming Zhu, JosephM. Kahn [7]
scattering, fading & fog conditions with DPSK modulation.        presented Mitigation of Turbulence-Induced Scintillation
                                                                 Noise in Free-Space Optical Links Using Temporal-Domain
Keywords: Free Space Optical Communication (FSO),                Detection Techniques & experimentally demonstrate the
Differential Phase Shift Keying (DPSK).                          effectiveness of these techniques in a 500-m terrestrial link
                                                                 using ON–OFF keying, where MLSD and PSAD yield
                      I. Introduction                            signal to-noise ratio gains of 2.4 and 1.9 dB, respectively.
          Free-space optical communication (FSO) is an                     Song Gao, Anhong Dang, HongGuo [8] presented
optical communication technology that use slight                 a coherent differential phase-shift keying (DPSK)
propagating in free space to transmit data for                   transmission system to improve the receiver sensitivity for
telecommunications or computer networking. "Free space"          wireless optical communications. The error probability
means air, outer space, vacuum, or something similar. This       expression over atmospheric channels is derived under the
contrasts with using solids such as optical fiber cable or an    assumption of log-normal distributed scintillation, and then
optical transmission line. The technology is useful where        the performance of DPSK system is compared with that of a
the physical connections are impractical due to high costs or    most commonly used on-off keying (OOK) system under
other considerations.                                            the same channel conditions. Theory analysis and numerical
          Free-space point-to-point optical links can be         results illustrate that with the same bandwidth, DPSK
implemented using infrared laser light, although low-data-       system has a higher sensitivity than OOK, and to a certain
rate communication over short distances is possible using        extent DPSK format can reduce the impairment from
LEDs. Infrared Data Association (IrDA) technology is a           turbulence induced scintillation for its threshold being
very simple form of free-space optical communications.           signal intensity insensitive, and hence, DPSK format is very
Free Space Optics is additionally used for communications        suitable for atmosphere channels and has a broad prospect
between spacecraft. Maximum range for terrestrial links is       in wireless optical communications.
in
          The order of 2 to 3km [1] but the stability and        Channel Modeling
quality of the link is highly dependent on atmospheric                    A suitable model for simulation of FSO
factors such as rain, fog, dust and heat.                        communication channels is presented by S. Sheikh
          Secure free-space optical communications have          Muhammad & P. Kohldorfer, E. Leitgeb[9] their model is
been proposed using a laser N-slit interferometer where the      taken here for reference.
laser signal takes the form of an interferometric pattern.
Any attempt to intercept the signal causes the collapse of       2.1 Scintillation Losses
the interferometric pattern [2] [3]. This technique has been                Randomly distributed cells are formed under the
demonstrated to work over propagation distances of               influence of thermal turbulence inside the propagation
practical interest [4] and in principle; it could be applied     medium; the wave fronts vary causing the focusing and
over large distances in space [2].                               defocusing of the beam. Such fluctuations of the signal are
                                                                 called scintillations. The amplitude and frequency of
                       II. Related Work                          scintillations depend on the size of the cells compared to the
         In free-space optical communication links,              beam diameter [10]. The intensity and the speed of the
atmospheric turbulence causes fluctuations in both the           fluctuations (scintillations frequency) increase with wave
intensity and the Phase of the received light signal,            frequency. For a plane wave, a low turbulence and a
impairing link performance .Xiaoming Zhu at el. [5]              specific receiver, the scintillation variance can be expressed
describe several communication techniques to mitigate            as in equation (1) where λ represent the transmitter
turbulence-induced intensity fluctuations, i.e. signal fading.   wavelength in [nm], l the channel-length in [m] and Cn2 the
                                                                 refractive index structure parameter in     m2/3
                                                                                                                     .   Cn2 is

                                                     www.ijmer.com                                                 4149 | Page
International Journal of Modern Engineering Research (IJMER)
                   www.ijmer.com         Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152       ISSN: 2249-6645

for low turbulence 1016           for moderate turbulence 1014                1.6          ifV  50km
and for high turbulence 10        13
                                        [9].
                                                                                1.3      if 6km  V  50km
                                                                            
                                                                            
                                                                        q  0.16V  0.34 if 1km  V  6km
                                  2                                         V  0.5     if 0.5km  V  1km
      a           2 23.17(            109 )7/6 cn 2l11/6 [dB]…….(1)        
          scin
                                                                                            ifV  0.5km
                                                                                 0
         The dependence from Cn2 is depicted in figure (1).
                                                                                                        ……………..(4)
For strong turbulences, a saturation of the variance given by
                                                                       At very high attenuations the Kim model is the better
above relationship is observed. The parameter Cn2 does not
                                                                       model.
have the same value at millimeter waves and at optical
waves. Millimeter waves are especially sensitive to
humidity fluctuations while in optic, refractive index is a
primary function of the temperature.




                                                                           Figure 2: Plot of Visibility Vs Fog attenuation [9]

                                                                                       III. System Architecture
                                                                                The system architecture of the simulated model
   Figure 1: plot for       Cn2   Vs Scintillation Variance[9].
                                                                       contains a DPSK generator formed by the cascading of
                                                                       amplitude and phase modulator & the drive signal of the
2.2 Fog Attenuation
                                                                       phase modulator is preceded by a delay-XOR pre-coder to
         The theoretical background of fog attenuation for
                                                                       generate the differentially encoded data sequence. Then the
light based on Mie Scattering can be found in [11-13] and is
                                                                       channel is formed by performing the noise, scintillation &
not being dealt with here. Several models exist which allow
                                                                       fading as given by in the section 2.1 & 2.2. Then an
to calculate specific attenuation for different optical
                                                                       asymmetric Mach-Zehnder interferometer (MZI) splits the
wavelengths based on visibility data. The two most widely
                                                                       signal to two paths and recombines these two signals after a
used models that we used and implemented in our
                                                                       path difference corresponding to the symbol duration. A
simulation are the Kruse model and the Kim model. The
                                                                       balance receiver follows the interferometer as a multiplier to
specific attenuation is calculated in equation (2), with the
                                                                       demodulate the differentially coded signal.
variables visibility V [km], wavelength λ [nm], visibility
reference at wavelength λ 0 [nm] and for transmission of air
drops to V % percent of the clear sky; and the results are
shown in figure 2. The wavelength dependency in this
expression is expressed by q, which is in the Kruse model
given by equation (3) and in the Kim model by equation (4).

                           10 log V   q        dB 
                 aspec            ( )           km 
                              V     0           

                                           …………….(2)
                                                                           Figure 3: Block Diagram of the simulated model
       1.6           ifV  50km
                                                                                         IV. Simulated Results
  q   1.3       if 6km  V  50km                                            The above discussed model is simulated for 650
      0.585V 1/3      ifV  6km                                       nm LASER, q = 1.3 & V = 10, fog visibility 1km to 10km
                                                                      & analyzed for different Modulation techniques OOK, PSK
                                                                       & DPSK with various scintillation indexes.
                                                ……………(3)


                                                           www.ijmer.com                                                 4150 | Page
International Journal of Modern Engineering Research (IJMER)
               www.ijmer.com         Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152       ISSN: 2249-6645
                                                                   Figure 6: Effect of Additive Noise on BER for all three
                                                                   modulation techniques for higher SI. The scintillation index
                                                                   is maintained constant 0.7 and SR remain 0.1 fog visibility
                                                                   is 10 Km and data rate is 40 GB/s. the simulation shows that
                                                                   in presence of higher additive noise the SI remains
                                                                   ineffective.

                                                                                           5. Conclusion
                                                                              In this work, we have analyzed the Free Space
                                                                   optical communication System using different modulation
                                                                   techniques and with different channel conditions like Fog &
                                                                   scintillation. The DPSK format has a better performance
                                                                   than OOK & PSK in atmosphere turbulence & Fog
                                                                   conditions for its longer symbol distance and being signal
                                                                   intensity insensitive. It can also be said that an appropriate
                                                                   coding technique will further improve the performance for
                                                                   the wireless optical transmission system.
Figure 4: Effect of Scintillation Index on BER for all three
modulation techniques. The scintillation rate is maintained                                References
constant 0.1 fog visibility is 10 Km and data rate is 40 GB/s.     [1]   Tom Garlington, Joel Babbitt and George Long
the simulation shows that DPSK has a good performance                    (March 2005). "Analysis of Free Space Optics as
and the BER remains less than 0.1 for all values of SI (0.1              Transmission Technology". WP No. AMSEL-IE-TS-
to 0.7).                                                                 05001. U.S. Army Information Systems Engineering
                                                                         Command. p. 3. Archived from the original on June
                                                                         13, 2007. Retrieved June 28, 2011.
                                                                   [2]   F. J. Duarte (May 2002). "Secure interferometric
                                                                         communications        in     free    space".     Optics
                                                                         Communications           205       (4):       313–319.
                                                                         doi:10.1016/S0030-4018(02)01384-6.
                                                                   [3]   F. J. Duarte (January 2005). "Secure interferometric
                                                                         communications in free space: enhanced sensitivity for
                                                                         propagation in the metre range". Journal of Optics A:
                                                                         Pure and Applied Optics 7 (1). doi:10.1088/1464-
                                                                         4258/7/
                                                                   [4]   F. J. Duarte, T. S. Taylor, A. M. Black, W. E.
                                                                         Davenport, and P. G. Varmette, N-slit interferometer
                                                                         for secure free-space optical communications: 527 m
                                                                         intra interferometric path length , J. Opt. 13, 035710
                                                                         (2011).
Figure 5: Effect of Additive Noise on BER for all three            [5]   Xiaoming Zhu and Joseph M. Kahn, Fellow, IEEE
modulation techniques. The scintillation index and                       “Free-Space Optical Communication Through
scintillation rate are maintained constant 0.1 fog visibility is         Atmospheric       Turbulence      Channels”,      IEEE
10 Km and data rate is 40 GB/s. the simulation shows that                TRANSACTIONS ON COMMUNICATIONS, VOL.
PSK and DPSK behaves similar.                                            50, NO. 8, AUGUST 2002.
                                                                   [6]   Hennes HENNIGER & Otakar WILFERT “An
                                                                         Introduction to Free-space Optical Communications”,
                                                                         RADIOENGINEERING, VOL. 19, NO. 2, JUNE
                                                                         2010, p203.
                                                                   [7]   Xiaoming Zhu, Joseph M. Kahn, Fellow, IEEE, and
                                                                         Jin Wang, Student Member, IEEE “Mitigation of
                                                                         Turbulence-Induced Scintillation Noise in Free-Space
                                                                         Optical Links Using Temporal-Domain Detection
                                                                         Techniques”, IEEE PHOTONICS TECHNOLOGY
                                                                         LETTERS, VOL. 15, NO. 4, APRIL 2003.
                                                                   [8]   Song Gao, Anhong Dang & Hong Guo “Performance
                                                                         of Wireless Optical Communication Systems Using
                                                                         DPSK Modulation” Feb. 15-18,2009 ICACT 2009.
                                                                   [9]   S. Sheikh Muhammad & P. Kohldorfer, E. Leitgeb
                                                                         “Channel Modeling for Terrestrial Free Space Optical
                                                                         Links”, ICTON 2005.



                                                      www.ijmer.com                                                  4151 | Page
International Journal of Modern Engineering Research (IJMER)
              www.ijmer.com         Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152       ISSN: 2249-6645
[10] R.L. Philips, L.C. Andrews: Laser Beam Propagation
     through Random Media, in SPIE publications,
     Washington, 1998.
[11] F. de Fornel, M. Al Naboulsi, H. Sizun: Fog
     attenuation prediction for optical and infrared waves,
     in Journal SPIE, 2003.
[12] F. de Fornel, M. Gebhart, E. Leitgeb, M. Al Naboulsi,
     H. Sizun: Availability prediction for free space optic
     communication systems from local climate visibility
     data, in Short Term Scientific Report 4. COST 270,
     2003.
[13] E. Korevaar, I.I. Kim, B. McArthur: Comparison of
     laser beam propagation at 785 nm and 1550 nm in fog
     and haze for optical wireless communications, in SPIE
     proceedings, vol. 4124, 2001




                                                  www.ijmer.com                                        4152 | Page

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Analysis of Free Space Optical Communication System for Different Atmospheric Conditions & Modulation Techniques

  • 1. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152 ISSN: 2249-6645 Analysis of Free Space Optical Communication System for Different Atmospheric Conditions & Modulation Techniques Shalini khare, namrata sahayam 1, 2 Department of electronics & communication Jabalpur Engineering College, Jabalpur, India Abstract: The free space optical communication (FSO) is They describe the use of maximum-likelihood often used for digital communication systems because of its detection in spatial diversity reception to reduce the low cost. It is also preferred where the developing the diversity gain penalty caused by correlation between the infrastructure is difficult. It also provides the security fading at different receivers. In other paper Hennes because of its line of sight nature and very small detectable HENNIGER and Otakar WILFERT [6] gives an overview area, but besides the given advantages it’s having serious of the challenges a system designer has to consider while problem because the performance of FSO is very sensitive implementing an FSO system. Typical gains and losses to the channel (space) conditions, which changes along the path from the transmitter through the medium to continuously also the conditions are much complicated then the receiver are introduced in this paper. This paper also the conditions in RF channels. Hence in this paper an discussed the different modulation and coding techniques analysis of the FSO communication in presented under for the FSO. Xiaoming Zhu, JosephM. Kahn [7] scattering, fading & fog conditions with DPSK modulation. presented Mitigation of Turbulence-Induced Scintillation Noise in Free-Space Optical Links Using Temporal-Domain Keywords: Free Space Optical Communication (FSO), Detection Techniques & experimentally demonstrate the Differential Phase Shift Keying (DPSK). effectiveness of these techniques in a 500-m terrestrial link using ON–OFF keying, where MLSD and PSAD yield I. Introduction signal to-noise ratio gains of 2.4 and 1.9 dB, respectively. Free-space optical communication (FSO) is an Song Gao, Anhong Dang, HongGuo [8] presented optical communication technology that use slight a coherent differential phase-shift keying (DPSK) propagating in free space to transmit data for transmission system to improve the receiver sensitivity for telecommunications or computer networking. "Free space" wireless optical communications. The error probability means air, outer space, vacuum, or something similar. This expression over atmospheric channels is derived under the contrasts with using solids such as optical fiber cable or an assumption of log-normal distributed scintillation, and then optical transmission line. The technology is useful where the performance of DPSK system is compared with that of a the physical connections are impractical due to high costs or most commonly used on-off keying (OOK) system under other considerations. the same channel conditions. Theory analysis and numerical Free-space point-to-point optical links can be results illustrate that with the same bandwidth, DPSK implemented using infrared laser light, although low-data- system has a higher sensitivity than OOK, and to a certain rate communication over short distances is possible using extent DPSK format can reduce the impairment from LEDs. Infrared Data Association (IrDA) technology is a turbulence induced scintillation for its threshold being very simple form of free-space optical communications. signal intensity insensitive, and hence, DPSK format is very Free Space Optics is additionally used for communications suitable for atmosphere channels and has a broad prospect between spacecraft. Maximum range for terrestrial links is in wireless optical communications. in The order of 2 to 3km [1] but the stability and Channel Modeling quality of the link is highly dependent on atmospheric A suitable model for simulation of FSO factors such as rain, fog, dust and heat. communication channels is presented by S. Sheikh Secure free-space optical communications have Muhammad & P. Kohldorfer, E. Leitgeb[9] their model is been proposed using a laser N-slit interferometer where the taken here for reference. laser signal takes the form of an interferometric pattern. Any attempt to intercept the signal causes the collapse of 2.1 Scintillation Losses the interferometric pattern [2] [3]. This technique has been Randomly distributed cells are formed under the demonstrated to work over propagation distances of influence of thermal turbulence inside the propagation practical interest [4] and in principle; it could be applied medium; the wave fronts vary causing the focusing and over large distances in space [2]. defocusing of the beam. Such fluctuations of the signal are called scintillations. The amplitude and frequency of II. Related Work scintillations depend on the size of the cells compared to the In free-space optical communication links, beam diameter [10]. The intensity and the speed of the atmospheric turbulence causes fluctuations in both the fluctuations (scintillations frequency) increase with wave intensity and the Phase of the received light signal, frequency. For a plane wave, a low turbulence and a impairing link performance .Xiaoming Zhu at el. [5] specific receiver, the scintillation variance can be expressed describe several communication techniques to mitigate as in equation (1) where λ represent the transmitter turbulence-induced intensity fluctuations, i.e. signal fading. wavelength in [nm], l the channel-length in [m] and Cn2 the refractive index structure parameter in  m2/3  . Cn2 is www.ijmer.com 4149 | Page
  • 2. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152 ISSN: 2249-6645 for low turbulence 1016 for moderate turbulence 1014  1.6 ifV  50km and for high turbulence 10 13 [9].  1.3 if 6km  V  50km   q  0.16V  0.34 if 1km  V  6km 2  V  0.5 if 0.5km  V  1km a  2 23.17( 109 )7/6 cn 2l11/6 [dB]…….(1)  scin   ifV  0.5km  0 The dependence from Cn2 is depicted in figure (1). ……………..(4) For strong turbulences, a saturation of the variance given by At very high attenuations the Kim model is the better above relationship is observed. The parameter Cn2 does not model. have the same value at millimeter waves and at optical waves. Millimeter waves are especially sensitive to humidity fluctuations while in optic, refractive index is a primary function of the temperature. Figure 2: Plot of Visibility Vs Fog attenuation [9] III. System Architecture The system architecture of the simulated model Figure 1: plot for Cn2 Vs Scintillation Variance[9]. contains a DPSK generator formed by the cascading of amplitude and phase modulator & the drive signal of the 2.2 Fog Attenuation phase modulator is preceded by a delay-XOR pre-coder to The theoretical background of fog attenuation for generate the differentially encoded data sequence. Then the light based on Mie Scattering can be found in [11-13] and is channel is formed by performing the noise, scintillation & not being dealt with here. Several models exist which allow fading as given by in the section 2.1 & 2.2. Then an to calculate specific attenuation for different optical asymmetric Mach-Zehnder interferometer (MZI) splits the wavelengths based on visibility data. The two most widely signal to two paths and recombines these two signals after a used models that we used and implemented in our path difference corresponding to the symbol duration. A simulation are the Kruse model and the Kim model. The balance receiver follows the interferometer as a multiplier to specific attenuation is calculated in equation (2), with the demodulate the differentially coded signal. variables visibility V [km], wavelength λ [nm], visibility reference at wavelength λ 0 [nm] and for transmission of air drops to V % percent of the clear sky; and the results are shown in figure 2. The wavelength dependency in this expression is expressed by q, which is in the Kruse model given by equation (3) and in the Kim model by equation (4). 10 log V   q  dB  aspec  ( )  km  V 0   …………….(2) Figure 3: Block Diagram of the simulated model  1.6 ifV  50km  IV. Simulated Results q   1.3 if 6km  V  50km The above discussed model is simulated for 650 0.585V 1/3 ifV  6km nm LASER, q = 1.3 & V = 10, fog visibility 1km to 10km  & analyzed for different Modulation techniques OOK, PSK & DPSK with various scintillation indexes. ……………(3) www.ijmer.com 4150 | Page
  • 3. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152 ISSN: 2249-6645 Figure 6: Effect of Additive Noise on BER for all three modulation techniques for higher SI. The scintillation index is maintained constant 0.7 and SR remain 0.1 fog visibility is 10 Km and data rate is 40 GB/s. the simulation shows that in presence of higher additive noise the SI remains ineffective. 5. Conclusion In this work, we have analyzed the Free Space optical communication System using different modulation techniques and with different channel conditions like Fog & scintillation. The DPSK format has a better performance than OOK & PSK in atmosphere turbulence & Fog conditions for its longer symbol distance and being signal intensity insensitive. It can also be said that an appropriate coding technique will further improve the performance for the wireless optical transmission system. Figure 4: Effect of Scintillation Index on BER for all three modulation techniques. The scintillation rate is maintained References constant 0.1 fog visibility is 10 Km and data rate is 40 GB/s. [1] Tom Garlington, Joel Babbitt and George Long the simulation shows that DPSK has a good performance (March 2005). "Analysis of Free Space Optics as and the BER remains less than 0.1 for all values of SI (0.1 Transmission Technology". WP No. AMSEL-IE-TS- to 0.7). 05001. U.S. Army Information Systems Engineering Command. p. 3. Archived from the original on June 13, 2007. Retrieved June 28, 2011. [2] F. J. Duarte (May 2002). "Secure interferometric communications in free space". Optics Communications 205 (4): 313–319. doi:10.1016/S0030-4018(02)01384-6. [3] F. J. Duarte (January 2005). "Secure interferometric communications in free space: enhanced sensitivity for propagation in the metre range". Journal of Optics A: Pure and Applied Optics 7 (1). doi:10.1088/1464- 4258/7/ [4] F. J. Duarte, T. S. Taylor, A. M. Black, W. E. Davenport, and P. G. Varmette, N-slit interferometer for secure free-space optical communications: 527 m intra interferometric path length , J. Opt. 13, 035710 (2011). Figure 5: Effect of Additive Noise on BER for all three [5] Xiaoming Zhu and Joseph M. Kahn, Fellow, IEEE modulation techniques. The scintillation index and “Free-Space Optical Communication Through scintillation rate are maintained constant 0.1 fog visibility is Atmospheric Turbulence Channels”, IEEE 10 Km and data rate is 40 GB/s. the simulation shows that TRANSACTIONS ON COMMUNICATIONS, VOL. PSK and DPSK behaves similar. 50, NO. 8, AUGUST 2002. [6] Hennes HENNIGER & Otakar WILFERT “An Introduction to Free-space Optical Communications”, RADIOENGINEERING, VOL. 19, NO. 2, JUNE 2010, p203. [7] Xiaoming Zhu, Joseph M. Kahn, Fellow, IEEE, and Jin Wang, Student Member, IEEE “Mitigation of Turbulence-Induced Scintillation Noise in Free-Space Optical Links Using Temporal-Domain Detection Techniques”, IEEE PHOTONICS TECHNOLOGY LETTERS, VOL. 15, NO. 4, APRIL 2003. [8] Song Gao, Anhong Dang & Hong Guo “Performance of Wireless Optical Communication Systems Using DPSK Modulation” Feb. 15-18,2009 ICACT 2009. [9] S. Sheikh Muhammad & P. Kohldorfer, E. Leitgeb “Channel Modeling for Terrestrial Free Space Optical Links”, ICTON 2005. www.ijmer.com 4151 | Page
  • 4. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol.2, Issue.6, Nov-Dec. 2012 pp-4149-4152 ISSN: 2249-6645 [10] R.L. Philips, L.C. Andrews: Laser Beam Propagation through Random Media, in SPIE publications, Washington, 1998. [11] F. de Fornel, M. Al Naboulsi, H. Sizun: Fog attenuation prediction for optical and infrared waves, in Journal SPIE, 2003. [12] F. de Fornel, M. Gebhart, E. Leitgeb, M. Al Naboulsi, H. Sizun: Availability prediction for free space optic communication systems from local climate visibility data, in Short Term Scientific Report 4. COST 270, 2003. [13] E. Korevaar, I.I. Kim, B. McArthur: Comparison of laser beam propagation at 785 nm and 1550 nm in fog and haze for optical wireless communications, in SPIE proceedings, vol. 4124, 2001 www.ijmer.com 4152 | Page