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International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
INTERNATIONAL JOURNAL OF MECHANICAL ENGINEERING
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME

AND TECHNOLOGY (IJMET)

ISSN 0976 – 6340 (Print)
ISSN 0976 – 6359 (Online)
Volume 4, Issue 5, September - October (2013), pp. 244-249
© IAEME: www.iaeme.com/ijmet.asp
Journal Impact Factor (2013): 5.7731 (Calculated by GISI)
www.jifactor.com

IJMET
©IAEME

ANALYSIS OF KEY FACTORS THAT AFFECT BICYCLE LEVEL OF
SERVICE
Mr.Sc. Mevlan Bixhaku1 and Prof. Dr. Marija Malenkovska2
1

University of Pristina, Faculty of Mechanical Engineering, Kosovo
2
University St. KlimentOhridski, Bitola, Macedonia

ABSTARCT
In this paper are analyzed the factors which influence the bicycle level of service in urban
streets andintended to give an overview of the factors most likely to affect bicycle Level of Service.
The most important variables were found to be analyzed: number of right hand side driveways,
segment length, parking and shoulder width, pavement condition, and parking occupancy. Auto
speed and all the variables that affect it can also influence the bike score with faster speeds making
the LOS score worse. The shoulder parking, lane width and pavemement condition will be analyzed
as main factors which affecting bicycle LOS.In this paper will be used Bicycle Level of Service
Model (Version 2.0) which is the most accurate model of evaluating the bicycling conditions of
shared roadway environments.
Keywords: level of service, traffic flow, pavement condition, parking occupancy, segment length,
shoulder width.
1. INTRODUCTION
Road suitability measures have been developed in recent years that helpplanners, engineers
and citizens to understand how well their roads serve bicyclists.
This study was done for the first time in Prishtina and focused to arterial, fast local roads and
local roads, because they have different geometric characteristics and different volumes of motor
vehicle traffic at the highest speeds and often provide the worst service bicyclists who choose to use
them (Fig.1).
In this paper are used data from Municipality of Prishtina (Department of Transportation) for
the arterial and collector road network. Road suitability measures use informations about a road, such
as traffic volumes and speeds, lane widths and sidewalk dimensions, to rate the bicycle friendliness
of the road.
244
International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME
Septembe

It should also be noted that the Microsoft Excel is used to calculate the geometric and other
input data, while LOS grade in the charts are obtain with the help of Transcad and Mathcad software.

Figure 1. Arterial, fast local and local road in Prishtina
2. BICYCLE LEVEL OF SERVICE MODEL
Bicycle Level of Service (BLOS) model (Version 2.0) was developed as a linear regression
regres
model by transportation researchers. The BLOS regression equation (version 2.0) provides a
discomfort and inconvenience score for bicycle travel by taking into account four prevailing roadway
and traffic conditions:
1. Peak traffic flow in the outside lane
outsid
2. Speed of traffic and percent of heavy traffic
3. Pavement surface condition
4. Pavement width available for bicycling
The first three variables are impact scores and reflect perceived challenges to bicycling. The
challenges
fourth variable is a benefit score and reflects perceived opportunities to bicycling.
bicycling.Landis et al.
developed the Bicycle Level of Service (1997) using a different technique. Theresearch involved
riders on actual field courses, instead of cyclist reaction to filmed conditions.
BLOS is similar to BCI in its sensitivity to curb lane width. Its traffic volume dependence is
Its
logarithmic, increasing the impact of changes at low and medium traffic levels. Additional paved
medium
shoulder or bike lane width affect the BLOS score somewhat more than the BCI. Ignored are
some
e
development type, parking, and right-turning traffic, but bad pavement surfaces and higher heavy
right
ad
vehicular traffic have a major impact. Further work is planned for rural highways and for central
planned
business district roads with high parking turnover. As a result, Version 2.0 has the highest
correlationcoefficient (R2 = 0.77) of any form of the Bicycle LOS Model.
245
International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME
௏௢௟భఱ

‫ ܱܵܮܤ‬ൌ 0.507 ln ቀ

௅௡

ଶ

ଵ

ቁ ൅ 0.199 ܵܲ௧ ሺ1 ൅ 10.38 ‫ܸܪ‬ሻଶ ൅ 7.066 ቀ௉ோ ቁ െ 0.005 ሺܹ ሻଶ ൅ 0,760
௘
ఱ

(1)

Where:
ܸ‫݈݋‬ଵହ ൌVolume of directional traffic in 15 minutes ൌ ሺ‫ܭ · ܦ · ܶܦܣ‬ௗ ሻ/ሺ4 · ܲ‫ܦܪ‬ሻ,
‫ ܶܦܣ‬ൌ Average Daily Traffic on the segment,
D = Directional Factor,
‫ܭ‬ௗ ൌPeak to Daily Factor,
ܲ‫ ܨܪ‬ൌPeak Hour Factor,
‫ܮ‬௡ ൌNumber of directional through lanes,
ܵܲ௧ ൌEffective speed limitൌ 1.1199 · lnሺܵܲ௉ െ 20ሻ ൅ 0.8103, where ܵܲ௉ is the posted speed limit,
‫ ܸܪ‬ൌPercentage of heavy vehicles (as defined in the 1994 Highway Capacity Manual)
ܴܲ5 ൌ ‫ݏ`ܣܹܪܨ‬
5 െpoint pavement surface condition rating (5=best)
ܹ ൌAverage effective width of outside through lane:
௘
ܹ ൌ ܹ െ ሺ10` · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬ൌ 0,
௘
௩
ܹ ൌ ܹ െ ܹ݈ ሺ1 െ 2 · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬൐ 0&ܹ ൌ 0,
௘
௩
௣௦
ܹ ൌ ܹ ൅ ܹ݈ െ 2ሺ10` · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬൐ 0, ܹ ൐ 0, ܽ݊݀ ܾ݅݇݁ ݈ܽ݊݁ ݁‫,ݏݐݏ݅ݔ‬
௘
௩
௣௦
ܹ௧ ൌTotal width of outside lane (and shoulder) pavement
ܱܵܲ‫ ܣ‬ൌFraction of segment with occupied on-street parking
ܹ݈ ൌWidth of paving between outside lane stripe and edge of pavement
ܹ ൌWidth of pavement striped for on-street parking
௣௦
ܹ ൌEffective width as a function of traffic volume
௩
‫݄݁ݒ‬
ܹ ൌ ܹ௧ ݂݅ ‫ ܶܦܣ‬൐ 4000
,
௩
݀ܽ‫ݕ‬
஺஽்

ܹ ൌ ܹ௧ ൬2 െ ቀସ଴଴଴ቁ൰ ݂݅ ‫ ܶܦܣ‬൏ 4000 and road is undivided and unstriped.
௩

Bicycle Level of Service ranges associated with level of service (LOS) designations:
BLOS

≤ 1.50

1.51-2.50

2.51-3.50

3.51-4.50

4.51-5.50

>5.50

LOS Level

A

B

C

D

E

F

3. APPLICATION OF BLOS MODEL - APPLICATION EXAMPLES
Based on the BLOS model, the factors that most significantly affect the bicycle level of
service on shared roadways in Pristina are the lane widths, the motor vehicle traffic volume and the
pavement surface condition. The presence of a bicycle lane is a major factor in the BLOS model,
indicating that bicyclists who participated in the BLOS study generally felt more comfortable on
roadways with space designated for their use.
Figure2, 3 and 4, provides several examples of the BLOS methodology applied to arterial,
fast local road and local road, with different geometric characteristics and different volumes of motor
vehicle.

246
International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME
Septembe

Figure 2.BLOS Application Examples for Arterial road
BLOS

Figure3.BLOS Application Examples for Fast Local Road
BLOS

Figure 4.BLOS Application Examples for Local Road
BLOS
247
International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME
Septembe

Previous research found that a large number of variables had an effect on bicycle LOS. But,
the most important variables were found to be analysed in this research are: traffic volume parking
are:
volume,
and shoulder width, pavement condition, and parking occupancy. Graphical representations of these
factors’ affect on bicycle LOS are shown in Figure 4, 5 and 6.

Figure.4.Effect of ADT on Bicycle LOS
Effect

Figure.5.Effect of Parking Occupancy on
Effect
Bicycle LOS

Figure.6.Effect of Pavement Conditions on Bicycle LOS
Effect
As shown in Fig. 4, effect of increasing traffic volume worsens steadily from very low to
very high traffic and BLOS show relatively little change until higher traffic levels.
levels
The final two main factors affecting bicycle LOS are pavement condition and parking occupancy
he
(Fig.5 and Fig.6).
Pavement condition is rated on a 1-5 scale developed by the FederalHighway Administration
15
(FHWA) with 1 being the worst and 5 being the best. The bicycle LOS methodology developed by
NCHRP 3-70 has little sensitivity after pavement condition 3 but is highly sensitive to bad pavement.
70
Parked cars tend to force bicyclists closer to moving traffic which will reduce theiroverall
experience of the study corridor. With no parked cars on the street, the parking spacesessentially act
as a large shoulder for bikes to use. This improves the LOS score by about 10% over a street where
der
50% of the length is occupied by parked vehicles.
248
International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 –
6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME

4. CONCLUSIONS
Although bicycle LOS was found to be sensitive to a large number of factors, LOS score
could not improve dramatically unless the pavement condition was poor. Poor pavement condition
can result deterioration in bicycle LOS much more thanparking occupancy and traffic volume.The
study results underscore the influence that on-street parking has on bicycle route choice and the
space occupied by parked vehicles has a negative impact on biking. Finally, the analysis clearly
emphasizes, effect of increasing traffic volume worsens steadily from very low to very high traffic
and BLOS show relatively little change until higher traffic levels. Although these issues cannot be
resolved without previous research, this study offers important insights into the importance of key
factors which affect bicycle level of service for arterials.
REFERENCES
1. Highway Capacity Manual: Special Report 209. Third Edition, Updated 1994.Transportation
Research Board, Washington, DC, 1994.
2. Sorton, Alex. Measuring the Bicyclist Stress Level of Streets. In Transportation
Congress:Civil Engineers--Key to the World Infrastructure. Proceedings of the 1995
Conference,American Society of Civil Engineers, San Diego, CA, 1995, pp. 1077-1088.
3. Turner A. Howard, Suitability of Louisville Metro Roads For Bicycling and Walking, 2004.
4. NCHRP REPORT 616 Multimodal Level of Service Analysis for Urban Streets
Transportation Research Board, 2008.
5. Bicycle Level Of Service-Applied Model, Sprinkle Consulting Inc.April 2007
6. Bicycle Suitability Evaluation of Roadways, SCI-Sprinkle Consulting Inc.
7. Hamid Ahmed Awad, “Improvement the Level of Service for Signalized Arterial”,
International Journal of Civil Engineering & Technology (IJCIET), Volume 4, Issue 4, 2013,
pp. 84 - 97, ISSN Print: 0976 – 6308, ISSN Online: 0976 – 6316.
8. Kasula Nagaraju, Dr. Shivarudraiah and Dr. Chandrasekhar.B, “A New Approach to
Optimize Traffic Flow using Maximum Entropy Modeling”, International Journal of
Mechanical Engineering & Technology (IJMET), Volume 1, Issue 1, 2010, pp. 134 - 149,
ISSN Print: 0976 – 6340, ISSN Online: 0976 – 6359.

249

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  • 1. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – INTERNATIONAL JOURNAL OF MECHANICAL ENGINEERING 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME AND TECHNOLOGY (IJMET) ISSN 0976 – 6340 (Print) ISSN 0976 – 6359 (Online) Volume 4, Issue 5, September - October (2013), pp. 244-249 © IAEME: www.iaeme.com/ijmet.asp Journal Impact Factor (2013): 5.7731 (Calculated by GISI) www.jifactor.com IJMET ©IAEME ANALYSIS OF KEY FACTORS THAT AFFECT BICYCLE LEVEL OF SERVICE Mr.Sc. Mevlan Bixhaku1 and Prof. Dr. Marija Malenkovska2 1 University of Pristina, Faculty of Mechanical Engineering, Kosovo 2 University St. KlimentOhridski, Bitola, Macedonia ABSTARCT In this paper are analyzed the factors which influence the bicycle level of service in urban streets andintended to give an overview of the factors most likely to affect bicycle Level of Service. The most important variables were found to be analyzed: number of right hand side driveways, segment length, parking and shoulder width, pavement condition, and parking occupancy. Auto speed and all the variables that affect it can also influence the bike score with faster speeds making the LOS score worse. The shoulder parking, lane width and pavemement condition will be analyzed as main factors which affecting bicycle LOS.In this paper will be used Bicycle Level of Service Model (Version 2.0) which is the most accurate model of evaluating the bicycling conditions of shared roadway environments. Keywords: level of service, traffic flow, pavement condition, parking occupancy, segment length, shoulder width. 1. INTRODUCTION Road suitability measures have been developed in recent years that helpplanners, engineers and citizens to understand how well their roads serve bicyclists. This study was done for the first time in Prishtina and focused to arterial, fast local roads and local roads, because they have different geometric characteristics and different volumes of motor vehicle traffic at the highest speeds and often provide the worst service bicyclists who choose to use them (Fig.1). In this paper are used data from Municipality of Prishtina (Department of Transportation) for the arterial and collector road network. Road suitability measures use informations about a road, such as traffic volumes and speeds, lane widths and sidewalk dimensions, to rate the bicycle friendliness of the road. 244
  • 2. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME Septembe It should also be noted that the Microsoft Excel is used to calculate the geometric and other input data, while LOS grade in the charts are obtain with the help of Transcad and Mathcad software. Figure 1. Arterial, fast local and local road in Prishtina 2. BICYCLE LEVEL OF SERVICE MODEL Bicycle Level of Service (BLOS) model (Version 2.0) was developed as a linear regression regres model by transportation researchers. The BLOS regression equation (version 2.0) provides a discomfort and inconvenience score for bicycle travel by taking into account four prevailing roadway and traffic conditions: 1. Peak traffic flow in the outside lane outsid 2. Speed of traffic and percent of heavy traffic 3. Pavement surface condition 4. Pavement width available for bicycling The first three variables are impact scores and reflect perceived challenges to bicycling. The challenges fourth variable is a benefit score and reflects perceived opportunities to bicycling. bicycling.Landis et al. developed the Bicycle Level of Service (1997) using a different technique. Theresearch involved riders on actual field courses, instead of cyclist reaction to filmed conditions. BLOS is similar to BCI in its sensitivity to curb lane width. Its traffic volume dependence is Its logarithmic, increasing the impact of changes at low and medium traffic levels. Additional paved medium shoulder or bike lane width affect the BLOS score somewhat more than the BCI. Ignored are some e development type, parking, and right-turning traffic, but bad pavement surfaces and higher heavy right ad vehicular traffic have a major impact. Further work is planned for rural highways and for central planned business district roads with high parking turnover. As a result, Version 2.0 has the highest correlationcoefficient (R2 = 0.77) of any form of the Bicycle LOS Model. 245
  • 3. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME ௏௢௟భఱ ‫ ܱܵܮܤ‬ൌ 0.507 ln ቀ ௅௡ ଶ ଵ ቁ ൅ 0.199 ܵܲ௧ ሺ1 ൅ 10.38 ‫ܸܪ‬ሻଶ ൅ 7.066 ቀ௉ோ ቁ െ 0.005 ሺܹ ሻଶ ൅ 0,760 ௘ ఱ (1) Where: ܸ‫݈݋‬ଵହ ൌVolume of directional traffic in 15 minutes ൌ ሺ‫ܭ · ܦ · ܶܦܣ‬ௗ ሻ/ሺ4 · ܲ‫ܦܪ‬ሻ, ‫ ܶܦܣ‬ൌ Average Daily Traffic on the segment, D = Directional Factor, ‫ܭ‬ௗ ൌPeak to Daily Factor, ܲ‫ ܨܪ‬ൌPeak Hour Factor, ‫ܮ‬௡ ൌNumber of directional through lanes, ܵܲ௧ ൌEffective speed limitൌ 1.1199 · lnሺܵܲ௉ െ 20ሻ ൅ 0.8103, where ܵܲ௉ is the posted speed limit, ‫ ܸܪ‬ൌPercentage of heavy vehicles (as defined in the 1994 Highway Capacity Manual) ܴܲ5 ൌ ‫ݏ`ܣܹܪܨ‬ 5 െpoint pavement surface condition rating (5=best) ܹ ൌAverage effective width of outside through lane: ௘ ܹ ൌ ܹ െ ሺ10` · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬ൌ 0, ௘ ௩ ܹ ൌ ܹ െ ܹ݈ ሺ1 െ 2 · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬൐ 0&ܹ ൌ 0, ௘ ௩ ௣௦ ܹ ൌ ܹ ൅ ܹ݈ െ 2ሺ10` · ܱܵܲ‫ܣ‬ሻ ‫ ݈ܹ ݁ݎ݄݁ݓ‬൐ 0, ܹ ൐ 0, ܽ݊݀ ܾ݅݇݁ ݈ܽ݊݁ ݁‫,ݏݐݏ݅ݔ‬ ௘ ௩ ௣௦ ܹ௧ ൌTotal width of outside lane (and shoulder) pavement ܱܵܲ‫ ܣ‬ൌFraction of segment with occupied on-street parking ܹ݈ ൌWidth of paving between outside lane stripe and edge of pavement ܹ ൌWidth of pavement striped for on-street parking ௣௦ ܹ ൌEffective width as a function of traffic volume ௩ ‫݄݁ݒ‬ ܹ ൌ ܹ௧ ݂݅ ‫ ܶܦܣ‬൐ 4000 , ௩ ݀ܽ‫ݕ‬ ஺஽் ܹ ൌ ܹ௧ ൬2 െ ቀସ଴଴଴ቁ൰ ݂݅ ‫ ܶܦܣ‬൏ 4000 and road is undivided and unstriped. ௩ Bicycle Level of Service ranges associated with level of service (LOS) designations: BLOS ≤ 1.50 1.51-2.50 2.51-3.50 3.51-4.50 4.51-5.50 >5.50 LOS Level A B C D E F 3. APPLICATION OF BLOS MODEL - APPLICATION EXAMPLES Based on the BLOS model, the factors that most significantly affect the bicycle level of service on shared roadways in Pristina are the lane widths, the motor vehicle traffic volume and the pavement surface condition. The presence of a bicycle lane is a major factor in the BLOS model, indicating that bicyclists who participated in the BLOS study generally felt more comfortable on roadways with space designated for their use. Figure2, 3 and 4, provides several examples of the BLOS methodology applied to arterial, fast local road and local road, with different geometric characteristics and different volumes of motor vehicle. 246
  • 4. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME Septembe Figure 2.BLOS Application Examples for Arterial road BLOS Figure3.BLOS Application Examples for Fast Local Road BLOS Figure 4.BLOS Application Examples for Local Road BLOS 247
  • 5. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME Septembe Previous research found that a large number of variables had an effect on bicycle LOS. But, the most important variables were found to be analysed in this research are: traffic volume parking are: volume, and shoulder width, pavement condition, and parking occupancy. Graphical representations of these factors’ affect on bicycle LOS are shown in Figure 4, 5 and 6. Figure.4.Effect of ADT on Bicycle LOS Effect Figure.5.Effect of Parking Occupancy on Effect Bicycle LOS Figure.6.Effect of Pavement Conditions on Bicycle LOS Effect As shown in Fig. 4, effect of increasing traffic volume worsens steadily from very low to very high traffic and BLOS show relatively little change until higher traffic levels. levels The final two main factors affecting bicycle LOS are pavement condition and parking occupancy he (Fig.5 and Fig.6). Pavement condition is rated on a 1-5 scale developed by the FederalHighway Administration 15 (FHWA) with 1 being the worst and 5 being the best. The bicycle LOS methodology developed by NCHRP 3-70 has little sensitivity after pavement condition 3 but is highly sensitive to bad pavement. 70 Parked cars tend to force bicyclists closer to moving traffic which will reduce theiroverall experience of the study corridor. With no parked cars on the street, the parking spacesessentially act as a large shoulder for bikes to use. This improves the LOS score by about 10% over a street where der 50% of the length is occupied by parked vehicles. 248
  • 6. International Journal of Mechanical Engineering and Technology (IJMET), ISSN 0976 – 6340(Print), ISSN 0976 – 6359(Online) Volume 4, Issue 5, September - October (2013) © IAEME 4. CONCLUSIONS Although bicycle LOS was found to be sensitive to a large number of factors, LOS score could not improve dramatically unless the pavement condition was poor. Poor pavement condition can result deterioration in bicycle LOS much more thanparking occupancy and traffic volume.The study results underscore the influence that on-street parking has on bicycle route choice and the space occupied by parked vehicles has a negative impact on biking. Finally, the analysis clearly emphasizes, effect of increasing traffic volume worsens steadily from very low to very high traffic and BLOS show relatively little change until higher traffic levels. Although these issues cannot be resolved without previous research, this study offers important insights into the importance of key factors which affect bicycle level of service for arterials. REFERENCES 1. Highway Capacity Manual: Special Report 209. Third Edition, Updated 1994.Transportation Research Board, Washington, DC, 1994. 2. Sorton, Alex. Measuring the Bicyclist Stress Level of Streets. In Transportation Congress:Civil Engineers--Key to the World Infrastructure. Proceedings of the 1995 Conference,American Society of Civil Engineers, San Diego, CA, 1995, pp. 1077-1088. 3. Turner A. Howard, Suitability of Louisville Metro Roads For Bicycling and Walking, 2004. 4. NCHRP REPORT 616 Multimodal Level of Service Analysis for Urban Streets Transportation Research Board, 2008. 5. Bicycle Level Of Service-Applied Model, Sprinkle Consulting Inc.April 2007 6. Bicycle Suitability Evaluation of Roadways, SCI-Sprinkle Consulting Inc. 7. Hamid Ahmed Awad, “Improvement the Level of Service for Signalized Arterial”, International Journal of Civil Engineering & Technology (IJCIET), Volume 4, Issue 4, 2013, pp. 84 - 97, ISSN Print: 0976 – 6308, ISSN Online: 0976 – 6316. 8. Kasula Nagaraju, Dr. Shivarudraiah and Dr. Chandrasekhar.B, “A New Approach to Optimize Traffic Flow using Maximum Entropy Modeling”, International Journal of Mechanical Engineering & Technology (IJMET), Volume 1, Issue 1, 2010, pp. 134 - 149, ISSN Print: 0976 – 6340, ISSN Online: 0976 – 6359. 249