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Innovative Systems Design and Engineering                                                              www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012


       A Climatology Analysis of the Petrie Creek Catchment
     Maroochydore Australia Using TrainCLIM Simulation for the
              Implication of Future Climate Change
                                            Adrianus Amheka1* Ayub Amheka2
    1.   School of Engineering, State Polytechnic of Kupang, PO box 139, Kupang 85361, Indonesia
    2.   Faculty of Engineering, Gadjah Mada University, Jl. Grafika No. 2 UGM Campus, Yogyakarta 55281,
         Indonesia
    * E-mail of the corresponding author: adrianus.amheka@gmail.com


Abstract
A preliminary climatology analysis of a catchment using computer simulation demanding upon Petrie Creek
cathment as case study. The SimCLIM system simulation has been done and as reference for another similar
case. A climate change significantly is identified that increase almost 1 degree celsius up to year 2010 since
year 1960 and will be effect on archipelagic countries in all around the world such as increasing the sea level.
More coverage accurate SimCLIM dataset for other cathcments are necessary in order to more effectively
calcuated.
Keywords: SimCLIM simulation, Climatology analysis, Climate change


1. Introduction
Mission of this research is to prepare a describe the climate of the Petrie Creek catchment near Nambour. Petrie
Creek flows through the town of Nambour in the Maroochy watershed Qld Australia (Figs. 1 and 2). While normally
a small placid stream, it can change into a raging torrent and poses a flood threat to Nambour and its environs (Figs.
3 and 4).
In order to carry out this research need to develop climate information from observed weather records. The focus is
on station data within the catchment of Petrie Creek, which includes the town of Nambour. All simulation including
figures, charts and tables are done by available the tools and data within the SimCLIM system.
The SimCLIM system is a computer-based modeling system for examining the effects of climate variability and
change over time and space. It is a customized GIS which includes tools for the spatial analysis of climate variability
and change and associated impacts on various social-economic sectors. Sicily can be used to describe baseline
climates, examine current climate variability and extremes, assess risks and investigate adaptation (present and
future), create scenarios of climate and sea-level change, conduct sensitivity analysis, project sectoral impacts of
climate and sea level change, examine risks and uncertainties, and facilitate integrated impact analyses.
In describing the climate, it is important to get some idea of the long-term means, the inter-annual and seasonal
variations, the trends, and the extremes. In order to realize this research need to describe feature climate such as
mean-annual precipitation and temperature (climate “normals”), the variations in precipitation and the possibility that
the climate has changed or not and continue with describe the climatic extremes
In the SimCLIM datafile use the periode 1960 to 2010 contains daily observations of precipitation, minimum
temperature (Tmin), maximum temperature (Tmax) and mean temperature (Tmean) as recorded at the Nambour
weather station.


2. The Climatology
To assess climatilogy analysis including the means, variability, trends and extremes
2.1 Describe mean-annual precipitation and temperature

                                                          9
Innovative Systems Design and Engineering                                                                www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012

Table 1


2.1.1 Mean-annual precipitation
Figure 5. Mean yearly precipitation
According to data collected between the dates of January 1st, 1960 to December 31st, 2010 a mean-annual
precipitation is established at 1719.09 mm. An analysis of the probability density of the data, as seen in figure 6,
displayed a high probability of precipitation between the range of 1200mm and 1600mm

Figure 6. Frequency distribution of annual rainfall totals


2.1.2 Mean-annual temperature
The long term mean of daily mean temperatures is 19.68 oC.
Figure 7. Mean annual T max                 Figure 8. Mean annual T min
When analyzing the diurnal range of temperature (T max - T min) for each day within 30 year time period it is
evident that the temperature is most likely to fluctuate around 11 oC or 12oC within 1 day. However, within this time
the temperature also fluctuated up to 28oC. The relatively normal (bell shaped) curve shown in figure 9, demonstrates
that the median diurnal temperature range is close to the most frequent diurnal range.

Figure 9. Temperature fluctuation within one day
Figure 10, displays large variations in temperature from year to year, demonstrating that temperature generaly shows
high fluctuations no matter the scale.
Figure 10. Mean annual T mean


3. Describe the variations in precipitation


3.1 Year to year precipitation

Figure 11. Mean yearly precipitation
The amount of precipitation per 1 year can vary dramatically, as presented in figure 11, This difference may represent
the number of high rainfall events.
Figure 12. Probability density of precipitation


3.2 Seasonal variation
According to data in figure 13, the level of precipitation is highest in the initial months of the year and lowest in the
middle. This corresponds with summer months tending to have more rainfall indicating they are the wetter months of
the year.

Figure 13. Mean monthly precipitation


4. Has the climate changed?
Figure 14. Mean monthly precipitation
Figure 14, shows a general trend of decreasing precipitation, indicating a possible change in climate. However this
could be due to long term natural cyclic variations, occuring from a range of factors such as the earths oscilation. To
gain a better perspective of the possible trend a longer range of data would be necessary.


                                                             10
Innovative Systems Design and Engineering                                                                www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012

                                        Figure 15. Mean monthly precipitation
The average temperature from year to year seems to be showing an upward trend. However, Figure 15, shows a large
variance between the data, leaving the trend line as an unsubstantial indicator. There appears to be an increase in
temperature and decrease in precipitation, indicating a possible relationship between the two. However, more factors
would need to be known to investigate this relationship.


Mean annual temperature has seen an increase from 18.84 to 19.80 degrees Celsius, with a range of 0.96 degrees
Celsius. The year 2000 showed a temperature at 0.12 degrees Celsius above the mean-annual result. This is relevant
to due the extreme implications to the environment, if there is a rise of even 1 degree Celsius to the average
temperature there will be an impact to sea level that will catastrophically affect islands such as those in the Southeast
Asia region.


5. Describe the climatic extremes.
Table 2. Precipitation extrime
The most extreme case of precipitation was recorded on the 22 nd of February 1992

Figure 16. Largest amount of rainfall recorded for 1 day


5. 2 Temperature maximum
Table 3. Temperature maximum
Figure 17. Probability density function for temperature maximum


5.3 Temperature mininum (T Min)
Table 4. Temperature Minimum
Figure 18. Probability density function for temperatur mininum


6. Future research
To assess more comprehensive and complexity to reach such as scenario for future climate change which are need to
know more details regarding hydrology with a focus on daily maximum discharge by development parameters
distribution and it can be easly to formulating into emprical statistical model results and rational method model
results for peak discharge in order to predict flooding (present and future).


7. Results
A mean-annual precipitation was established properly and analysis for a high probality of precipitation is measured
exactly and temperature and precipitation is more related cause by climate changed. Almost 1 oC mean annual
temperature and it is very sure impact the incerase of sea level particular in archipelagic countries like Indonesia and
its also strong contribute to the climate change since today


8. Conclusion
Petrie Creek catchment’ infrastructure is always renewed. But the reality could not be dammed the overflowing of
the the catchment. Therefore the impact on future studies of the cathment and its behavior continuously influence on
future climate change in the situation is very significant. So, studies in this area is necessary to assess and develop.


                                                           11
Innovative Systems Design and Engineering                                                            www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012

Various cathments and also rivers in all around Queensland Australia should obtain extra attention in preventing
flood towards climate change impact. Petrie Creek catchment This attention should however be reference for river
catchment in archipelagic countries which have simliar case.
In order to realize more accurately dataset and gain analysis more comprehenive of Petrie Creek catchment, several
data analysis must be consider in the SimCLIM systems such as cases are being due to long term natural cyclic
variations, occuring from a range of factors such as the earths oscilation and more factors would need to be known


9. Acknowledments
There are highly appreciated for the people who was taking part within this research are Prof. Richard Warrick
lecturer for subject climatology and hydrology from the university of the Sunshine Coast Australia and Directorate
General of Higher Education (DIKTI), Ministry of Education and Culture of the Republik of Indonesia which was
funded this research for FY.2010


References
Bohn B, W. et al. (2008), “Science and technology for water purification in the coming decades”. Nature 452, Wiley
Interscience 301-310.
Dixon, J. A., James, D. E., & Sherman, P. B., (1989), The Economics of Dryland Management. Earthscan
Publications LTD, London.
Geman, H. & Kanyinda, A. (2007), “Water as the Next Commodity”, The Journal of Alternative Investments 10( 2),
ABI/INFORM Global, 23-30.
Balasz, B., Bis, B., Chiru, E., Fuentes, L., Hernandez, F., Urkiaga, A. (2008), “Development of analysis tools for
social, economic and ecological effects of water reuse”, Desalination ( 218), 81-91.
Garcia. Rodriguez, L., Gomez, C., Romero, T. (2001), Economic analysis of wind powered desalination,
Desalination 137, Wiley Interscience, 259-265,.
Kim, I, S., Kim, J, H., Kim, S, J., Kim, Y, S., Kim, Y, M., Lee, S. (2009), Overview of systems engineering
approaches for a large-scale seawater desalination plant with a reverse osmosis network, Desalination 238,
ScienceDirect 312-332.
Dolnicar, S., Schafer, A, I. (2009), Desalinated versus recycled water: Public perceptions and profiles of the
accepters, Journal of Environmental Management 90, , ScienceDirect, 88-900.
World Bank Group           (2009), World Bank Group,                Washington,     USA,      [Online]    Available:
http://go.worldbank.org/T86WD35KQ0 (21 March 2009).
Li, F., Otterpohl, R., Wichman, K. (2009), Review of the technological approaches for grey water treatment and
reuses, Science of the Total Environment, doi:10.1016/j.scitotenv.2009.02.004, ScienceDirect.


Adrianus Amheka (M’2010–SL’2005) became a Member Griffith University Environmental Engineering Society
(GUEES) in 2010 to present and as a Senior Lecturer (SL) in 2005 to present at State Polytechnic of Kupang NTT
Indonesia. Awarded B.Eng Hons in Mechanical Engineering in 2003 from University of Nusa Cendana Kupang NTT
Indonesia and M.Eng in Environmental Engineering 2010 from School of Engineering Griffith University Brisbane,
Australia.


Ayub Amheka (PS’2007–SL’98) currently a Postgraduate Student in Electrical Engineering Gadjah Mada
University Yogjakarta Indonesia and as a Senior Lecturer in the same filed at State Polytechnic of Kupang since 1998
up to today. Completed B.Eng Hons in Electrical Engineering from University of Nusa Cendana Kupang NTT
Indonesia in 2000.



                                                        12
Innovative Systems Design and Engineering                                                      www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




     Figure 1. Nambour and its environs                   Figure 2. Watersheds in the region




     Figure 3. Petrie Creek                           Figure 4. Flood of 1992 in Nambour




Figure 5. Mean yearly precipitation




                                                 13
Innovative Systems Design and Engineering                                                   www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




Figure 6. Frequency distribution of annual rainfall totals




         Figure 7. Mean annual T max                          Figure 8. Mean annual T min




                                   Figure 9. Temperature fluctuation within one day




                                                             14
Innovative Systems Design and Engineering                                  www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




                                           Figure 10. Mean annual T mean




Figure 11. Mean yearly precipitation




Figure 12. Probability density of precipitation




                                                        15
Innovative Systems Design and Engineering                                       www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




Figure 13. Mean monthly precipitation




                                        Figure 14. Mean monthly precipitation




                                                         16
Innovative Systems Design and Engineering                                      www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




                                       Figure 15. Mean monthly precipitation




Figure 16. Largest amount of rainfall recorded for 1 day




Figure 17. Probability density fucntion for temperature maximum



                                                           17
Innovative Systems Design and Engineering                                           www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 6, 2012




Figure 18. Probability density fucntion for temperatur mininum


Table 1. Mean-annual precipitation and temperature




Table 2. Precipitation extrime




The most extreme case of precipitation was recorded on the 22 nd of February 1992


     Table 3. Temperature maximum




     Table 4. Temperature Minimum




                                                        18
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A climatology analysis of the petrie creek catchment maroochydore australia using train clim simulation for the implication of future climate change

  • 1. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 A Climatology Analysis of the Petrie Creek Catchment Maroochydore Australia Using TrainCLIM Simulation for the Implication of Future Climate Change Adrianus Amheka1* Ayub Amheka2 1. School of Engineering, State Polytechnic of Kupang, PO box 139, Kupang 85361, Indonesia 2. Faculty of Engineering, Gadjah Mada University, Jl. Grafika No. 2 UGM Campus, Yogyakarta 55281, Indonesia * E-mail of the corresponding author: adrianus.amheka@gmail.com Abstract A preliminary climatology analysis of a catchment using computer simulation demanding upon Petrie Creek cathment as case study. The SimCLIM system simulation has been done and as reference for another similar case. A climate change significantly is identified that increase almost 1 degree celsius up to year 2010 since year 1960 and will be effect on archipelagic countries in all around the world such as increasing the sea level. More coverage accurate SimCLIM dataset for other cathcments are necessary in order to more effectively calcuated. Keywords: SimCLIM simulation, Climatology analysis, Climate change 1. Introduction Mission of this research is to prepare a describe the climate of the Petrie Creek catchment near Nambour. Petrie Creek flows through the town of Nambour in the Maroochy watershed Qld Australia (Figs. 1 and 2). While normally a small placid stream, it can change into a raging torrent and poses a flood threat to Nambour and its environs (Figs. 3 and 4). In order to carry out this research need to develop climate information from observed weather records. The focus is on station data within the catchment of Petrie Creek, which includes the town of Nambour. All simulation including figures, charts and tables are done by available the tools and data within the SimCLIM system. The SimCLIM system is a computer-based modeling system for examining the effects of climate variability and change over time and space. It is a customized GIS which includes tools for the spatial analysis of climate variability and change and associated impacts on various social-economic sectors. Sicily can be used to describe baseline climates, examine current climate variability and extremes, assess risks and investigate adaptation (present and future), create scenarios of climate and sea-level change, conduct sensitivity analysis, project sectoral impacts of climate and sea level change, examine risks and uncertainties, and facilitate integrated impact analyses. In describing the climate, it is important to get some idea of the long-term means, the inter-annual and seasonal variations, the trends, and the extremes. In order to realize this research need to describe feature climate such as mean-annual precipitation and temperature (climate “normals”), the variations in precipitation and the possibility that the climate has changed or not and continue with describe the climatic extremes In the SimCLIM datafile use the periode 1960 to 2010 contains daily observations of precipitation, minimum temperature (Tmin), maximum temperature (Tmax) and mean temperature (Tmean) as recorded at the Nambour weather station. 2. The Climatology To assess climatilogy analysis including the means, variability, trends and extremes 2.1 Describe mean-annual precipitation and temperature 9
  • 2. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Table 1 2.1.1 Mean-annual precipitation Figure 5. Mean yearly precipitation According to data collected between the dates of January 1st, 1960 to December 31st, 2010 a mean-annual precipitation is established at 1719.09 mm. An analysis of the probability density of the data, as seen in figure 6, displayed a high probability of precipitation between the range of 1200mm and 1600mm Figure 6. Frequency distribution of annual rainfall totals 2.1.2 Mean-annual temperature The long term mean of daily mean temperatures is 19.68 oC. Figure 7. Mean annual T max Figure 8. Mean annual T min When analyzing the diurnal range of temperature (T max - T min) for each day within 30 year time period it is evident that the temperature is most likely to fluctuate around 11 oC or 12oC within 1 day. However, within this time the temperature also fluctuated up to 28oC. The relatively normal (bell shaped) curve shown in figure 9, demonstrates that the median diurnal temperature range is close to the most frequent diurnal range. Figure 9. Temperature fluctuation within one day Figure 10, displays large variations in temperature from year to year, demonstrating that temperature generaly shows high fluctuations no matter the scale. Figure 10. Mean annual T mean 3. Describe the variations in precipitation 3.1 Year to year precipitation Figure 11. Mean yearly precipitation The amount of precipitation per 1 year can vary dramatically, as presented in figure 11, This difference may represent the number of high rainfall events. Figure 12. Probability density of precipitation 3.2 Seasonal variation According to data in figure 13, the level of precipitation is highest in the initial months of the year and lowest in the middle. This corresponds with summer months tending to have more rainfall indicating they are the wetter months of the year. Figure 13. Mean monthly precipitation 4. Has the climate changed? Figure 14. Mean monthly precipitation Figure 14, shows a general trend of decreasing precipitation, indicating a possible change in climate. However this could be due to long term natural cyclic variations, occuring from a range of factors such as the earths oscilation. To gain a better perspective of the possible trend a longer range of data would be necessary. 10
  • 3. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 15. Mean monthly precipitation The average temperature from year to year seems to be showing an upward trend. However, Figure 15, shows a large variance between the data, leaving the trend line as an unsubstantial indicator. There appears to be an increase in temperature and decrease in precipitation, indicating a possible relationship between the two. However, more factors would need to be known to investigate this relationship. Mean annual temperature has seen an increase from 18.84 to 19.80 degrees Celsius, with a range of 0.96 degrees Celsius. The year 2000 showed a temperature at 0.12 degrees Celsius above the mean-annual result. This is relevant to due the extreme implications to the environment, if there is a rise of even 1 degree Celsius to the average temperature there will be an impact to sea level that will catastrophically affect islands such as those in the Southeast Asia region. 5. Describe the climatic extremes. Table 2. Precipitation extrime The most extreme case of precipitation was recorded on the 22 nd of February 1992 Figure 16. Largest amount of rainfall recorded for 1 day 5. 2 Temperature maximum Table 3. Temperature maximum Figure 17. Probability density function for temperature maximum 5.3 Temperature mininum (T Min) Table 4. Temperature Minimum Figure 18. Probability density function for temperatur mininum 6. Future research To assess more comprehensive and complexity to reach such as scenario for future climate change which are need to know more details regarding hydrology with a focus on daily maximum discharge by development parameters distribution and it can be easly to formulating into emprical statistical model results and rational method model results for peak discharge in order to predict flooding (present and future). 7. Results A mean-annual precipitation was established properly and analysis for a high probality of precipitation is measured exactly and temperature and precipitation is more related cause by climate changed. Almost 1 oC mean annual temperature and it is very sure impact the incerase of sea level particular in archipelagic countries like Indonesia and its also strong contribute to the climate change since today 8. Conclusion Petrie Creek catchment’ infrastructure is always renewed. But the reality could not be dammed the overflowing of the the catchment. Therefore the impact on future studies of the cathment and its behavior continuously influence on future climate change in the situation is very significant. So, studies in this area is necessary to assess and develop. 11
  • 4. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Various cathments and also rivers in all around Queensland Australia should obtain extra attention in preventing flood towards climate change impact. Petrie Creek catchment This attention should however be reference for river catchment in archipelagic countries which have simliar case. In order to realize more accurately dataset and gain analysis more comprehenive of Petrie Creek catchment, several data analysis must be consider in the SimCLIM systems such as cases are being due to long term natural cyclic variations, occuring from a range of factors such as the earths oscilation and more factors would need to be known 9. Acknowledments There are highly appreciated for the people who was taking part within this research are Prof. Richard Warrick lecturer for subject climatology and hydrology from the university of the Sunshine Coast Australia and Directorate General of Higher Education (DIKTI), Ministry of Education and Culture of the Republik of Indonesia which was funded this research for FY.2010 References Bohn B, W. et al. (2008), “Science and technology for water purification in the coming decades”. Nature 452, Wiley Interscience 301-310. Dixon, J. A., James, D. E., & Sherman, P. B., (1989), The Economics of Dryland Management. Earthscan Publications LTD, London. Geman, H. & Kanyinda, A. (2007), “Water as the Next Commodity”, The Journal of Alternative Investments 10( 2), ABI/INFORM Global, 23-30. Balasz, B., Bis, B., Chiru, E., Fuentes, L., Hernandez, F., Urkiaga, A. (2008), “Development of analysis tools for social, economic and ecological effects of water reuse”, Desalination ( 218), 81-91. Garcia. Rodriguez, L., Gomez, C., Romero, T. (2001), Economic analysis of wind powered desalination, Desalination 137, Wiley Interscience, 259-265,. Kim, I, S., Kim, J, H., Kim, S, J., Kim, Y, S., Kim, Y, M., Lee, S. (2009), Overview of systems engineering approaches for a large-scale seawater desalination plant with a reverse osmosis network, Desalination 238, ScienceDirect 312-332. Dolnicar, S., Schafer, A, I. (2009), Desalinated versus recycled water: Public perceptions and profiles of the accepters, Journal of Environmental Management 90, , ScienceDirect, 88-900. World Bank Group (2009), World Bank Group, Washington, USA, [Online] Available: http://go.worldbank.org/T86WD35KQ0 (21 March 2009). Li, F., Otterpohl, R., Wichman, K. (2009), Review of the technological approaches for grey water treatment and reuses, Science of the Total Environment, doi:10.1016/j.scitotenv.2009.02.004, ScienceDirect. Adrianus Amheka (M’2010–SL’2005) became a Member Griffith University Environmental Engineering Society (GUEES) in 2010 to present and as a Senior Lecturer (SL) in 2005 to present at State Polytechnic of Kupang NTT Indonesia. Awarded B.Eng Hons in Mechanical Engineering in 2003 from University of Nusa Cendana Kupang NTT Indonesia and M.Eng in Environmental Engineering 2010 from School of Engineering Griffith University Brisbane, Australia. Ayub Amheka (PS’2007–SL’98) currently a Postgraduate Student in Electrical Engineering Gadjah Mada University Yogjakarta Indonesia and as a Senior Lecturer in the same filed at State Polytechnic of Kupang since 1998 up to today. Completed B.Eng Hons in Electrical Engineering from University of Nusa Cendana Kupang NTT Indonesia in 2000. 12
  • 5. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 1. Nambour and its environs Figure 2. Watersheds in the region Figure 3. Petrie Creek Figure 4. Flood of 1992 in Nambour Figure 5. Mean yearly precipitation 13
  • 6. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 6. Frequency distribution of annual rainfall totals Figure 7. Mean annual T max Figure 8. Mean annual T min Figure 9. Temperature fluctuation within one day 14
  • 7. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 10. Mean annual T mean Figure 11. Mean yearly precipitation Figure 12. Probability density of precipitation 15
  • 8. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 13. Mean monthly precipitation Figure 14. Mean monthly precipitation 16
  • 9. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 15. Mean monthly precipitation Figure 16. Largest amount of rainfall recorded for 1 day Figure 17. Probability density fucntion for temperature maximum 17
  • 10. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 6, 2012 Figure 18. Probability density fucntion for temperatur mininum Table 1. Mean-annual precipitation and temperature Table 2. Precipitation extrime The most extreme case of precipitation was recorded on the 22 nd of February 1992 Table 3. Temperature maximum Table 4. Temperature Minimum 18
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