SlideShare a Scribd company logo
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
30
Identification, Analysis and Suggestions for Accident Blackspots
Kumarraju B.C.1*
, Chandre Gowda C.2
, Vijay Kumar Y.M.3
& Karthika B.S.4
1
Dept. of Civil Engineering, Sapthagiri College of Engineering, VTU, Bengaluru, India. Email: kumarraju@sapthagiri.edu.in*
2
Centre for Incubation, Innovation, Research and Consultancy, Jyothy Institute of Technology, VTU, Bengaluru India.
3
Department of Civil Engineering, Adichunchanagiri Institute of Technology, Chikmagalur, Karnataka, India.
4
Department of Civil Engineering, Jawaharlal Nehru National College of Engineering, Shimoga, Karnataka, India.
DOI: Under assignment
Copyright: © 2021 Kumarraju B.C. et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Article Received: 23 August 2021 Article Accepted: 17 October 2021 Article Published: 07 November 2021
Introduction
The drastic growth in the population results to increase the population density. This rise leads to high vehicle
volume on the roads. Since the vehicle density is higher for the current road availability which causes conjunction
and long period of waiting on the roads.
Totally 11% of deaths are accident related in the world, across 199 countries [1]. In India about 449,002 accidents
occurred in 2019, resulting 1,51,113 turned deaths as per the report [1]. The table 1 shows the percentage of deaths
and corresponding road networks in India till 2019. It shows that the national and state highways are the major
contributor to the road accidents. Table 2 shows the fatality rate and vehicle density per ten thousand vehicles from
1970 to 2017. From this table it can be noted that the density is increasing at higher rate and due to proper road
ways, the accidents have been reduced.
Table 1. Accident details of India, 2019 [1]
Sl. No. Road network (%) Highway
Accident contribution (%)
Deaths Injured
1 2.03 National 35.65 30.47
2 3.01 State 25.46 24.78
3 94.96 Others 38.89 44.75
About 37% of accident deaths are through two wheeler; and16% are from cars and other light motor vehicles.
Totally 26 places are recognized as black spots in karnataka distributed over nine districts (Mysore, Tumkur,
Mangalore, Hubbali-Dharwad, Davanagere, Belgaum, Gulbarga, Bellary and Mandya). In the study four black
spots on state highway-39 from 8th mile to Hesaraghatta were recognized and considered for analysis. Many road
ABSTRACT
In the study the four black spots along the state highway-39 was recognized. The current conditions and causes for the accidents were analyzed based
on the data procured from first information report. Later these spots were physically examined and the suggestions for possible reduction of the
fatalities were provided. Accident density and weighted severity index were determined and potential suggestions to reduce the fatalities are
described. The measures are suggested to reduce the accidents. Since, safer roads provide safe journey for all the stake holders.
Keywords: Black spots, Accident, Suggestions, Safe driving.
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
31
accidents have been reported and National Highway Authority of India has come up with numerous projects which
have reduced the black spots up to certain extent [2].
Table 2. Vehicle density and fatality rate (report from GOI, 2021)
Sl. No. Year Fatality rate/10,000 vehicles Vehicle density/Km
1 1970 103.5 1.18
2 1980 53.1 3.03
3 1990 28.3 9.65
4 2000 16.2 14.73
5 2010 10.5 27.88
6 2014 7.3 35.3
7 2017 5.8 42.95
Study Area and data
The study area was selected in Bengaluru region through which state highway - 39 passes and for study purpose the
13km stretch of road was selected between 8th
mile to Hesaraghatta. The area location falls between 13.060 N -
13.130 N and 77.500 E - 77.480 E (figure 1)
Fig.1. Location of all black spots recognized (Source, google maps)
The accidents record for the five years in this route was plotted in figure 2 and it was noted that the accidents were
more between 3:00 pm to 9:00 pm.
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
32
Fig.2. Accident time from year 2015 to 2019
In all these black spots from the last 5 year accident data we can observe that highest number of accident were
registered in the year 2018, total number of accidents were 56 and fatal were 9, grievous were 20 and minor were
27. As per the study, most of the fatal accidents were by the motorcycles at these black spots.
Methodology
Weighted severity index (WSI), Method of ranking (MR), accident density (AD) and statistical analysis (SA) are
generally used to identify the black spots [3] in general. In the study WSI and AD are used for the analysis.
Accident Density method
The density estimation is calculated by event density around each point for measured distance from the point of the
event. The unit length considered is 1000 meters. Predetermined numbers of accidents were calculated as average
number of accidents that have occurred per unit length.
Weighted Severity Index
The black spots in WSI are prioritized based on the severity of the location [4] preliminary survey was carried to
identify the probable accident prone location on main road of the study area. It is given by,
WSI = (NfWf+NsWs+NmWm), (1)
Also represented as,
WSI= (41K)+(4GI)+(MI) [2] [6] (2)
Where,
Wf=weight assigned to fatal accidents, Ws=weight assigned to grievous accidents,
Wm= weight assigned to minor accidents, K= number of total fatal accidents,
Nf = number of fatal accidents, GI= number of grievous accidents,
Nf = number of fatal accidents, Ns = number of grievous accidents,
Nm = number of minor accidents, MI = number of minor accidents
From physical survey and geometrical variation, significant four black spots were recognized for the analysis.
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
33
Observations and Summary
The 4 spots considered (Bengaluru Karnataka, India) through WSI and accident density method are given below:
i) Sapthagiri junction
ii) Chikkabanavara
iii) Soladevanahalli near bescom office
iv) TB cross near heasaraghatta
The location details of sapthagiri junction have been represented in figure 3 and table 3.
Fig.3. Location of Sapthagiri engineering college junction
From the figure 3, it can be noted that the foot path provided in not appropriate (1) highlighted in red). Then the
traffic signal (2) is not function, zebra crossing (3) for pedestrians is missing. Then sign boards (4), speed breaker
(5) and other markings are missing.
Table 3. Existing road conditions at Chikkabanavara, India
Sl. No. Categories Sub-categories Specific
1 Police records (FIR) Accidents 34 fatal injuries
2 Road Conditions (IRC:SP027)
Pavement failure
Foot paths
Speed breaker
Completely
Uneven
None
3 Type of Collision
Head on
Back to back
Side sweep
13
20
01
4 Sign Board Sign boards and indication None
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
34
5 Visibility Day and Night Good
6 Bush Clearance Shreds and other None
7 Street Light Halogen or LED Exists
The reduction in speed may reduce the number of accidents [5]. The suggestions to improve the driving experience
are given below:
a) Marking and delineators need to be provided.
b) Mandatory signal and sign board for speed limits
c) Foot path for pedestrians to be provided on both sides
d) The unevenness need to be addressed
e) Standard median to be built upon
The location details of chikkbanavara are given in figure 4 and table 4.
Table 4. Existing road conditions at Chikkabanavara
Sl. No. Categories Sub-categories Specific
1 Police records (FIR) Accidents 29 fatal injuries
2 Road Conditions (IRC:SP027)
Pavement failure
Foot paths
Speed breaker
Partially
Uneven
Non-scientific
3 Type of Collision
Head on
Back to back
Side sweep
12
15
02
4 Sign Board Sign boards and indication None
5 Visibility Day and Night Fair/Bad
6 Bush Clearance Shreds and other Exists
7 Street Light Halogen or LED Does not exists
From figure 4, the issues like sign board, road condition s and others can be observed. So, the suggestions to reduce
the accidents are given below:
a) Marking and delineators need to be provided.
b) Mandatory signal and sign board for speed limits.
c) Foot path for pedestrians to be provided.
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
35
d) All the pot holes need to be filled and natural drains to be provided.
e) Street lights to be provided.
f) Standard median to be built upon.
Fig.4. Location of Chikkabanavara
The location details of soladevanahalli near bescom are given in figure 5 and table 5.
Table 5. Existing road conditions at Soladevanahalli near bescom office
Sl. No. Categories Sub-categories Specific
1 Police records (FIR) Accidents 27 fatal injuries
2 Road Conditions (IRC:SP027)
Pavement failure
Foot paths
Speed breaker
less
None
Non-scientific
3 Type of Collision
Head on
Back to back
Side sweep
12
14
01
4 Sign Board Sign boards and indication None
5 Visibility Day and Night Good/Fair
6 Bush Clearance Shreds and other Exists
7 Street Light Halogen or LED Does not exists
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
36
Fig.5. Location of Soladevanahalli near bescom office
The figure 5 and table 5 also represents the similar problems faced as the others can be observed, so the suggestions
to reduce these are given below:
a) Marking and delineators need to be provided.
b) Mandatory sign boards of speed limit need to be provided
c) Foot path for pedestrians to be provided.
d) Mild pot holes need to be filled
e) Street lights to be provided.
f) Standard median to be built upon.
The location and details of TB cross near hesaraghatta is given in figure 6 and table 6.
Fig.6. Location of TB cross near heasaraghatta
Table 6. Existing road conditions at TB cross near heasaraghatta
Sl. No. Categories Sub-categories Specific
1 Police records (FIR) Accidents 36 fatal injuries
2 Road Conditions (IRC:SP027)
Pavement failure
Foot paths
Speed breaker
Existing pot holes
None
Non-scientific
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
37
3 Type of Collision
Head on
Back to back
Side sweep
15
18
03
4 Sign Board Sign boards and indication None
5 Visibility Day and Night Good
6 Bush Clearance Shreds and other Exists
7 Street Light Halogen or LED Does not exists
The suggestions are listed below:
a) Marking and delineators need to be provided.
b) Mandatory signal and sign board need to be placed.
c) Foot path for pedestrians to be provided.
d) All the pot holes need to be filled.
e) Street lights to be provided.
f) Standard median to be built upon.
From the above analysis the main causes of black spots or accidents depends on design of roads, type of users,
vehicle faults, improper sign boards and other environmental factors. The driving conditions such as over speeding
and drunken driving may also contribute to it.
Conclusions
In the study an attempt was made to find out most vulnerable accident spots at a stretch from 8th mile to
Heasaraghatta. The Weighted severity index (WSI) method and accident density method was used to rank the
accident locations on selected section of State highway-39. The top four spots were selected as black spots as per
WSI value from the collected road traffic accident data and suggestions were also provided to improve the
transportation system. From the analysis it was observed that, most of the accidents are due to collisions between
the vehicles or to the nearby objects. Which is due to bad signage or bad alignment of the road with It is essential to
rectify these severe prone zones to reduce the fatalities [7].
Based on the analysis some of the major observation were drawn and are listed below:
1) The road signs and indications are vital.
2) The road specification must be followed accurately.
3) The consciousness of the drivers is important.
4) Everyone should follow the basic driving guidelines.
5) Proper light facilities and speed breakers need to be provided at specific locations.
Asian Journal of Applied Science and Technology (AJAST)
Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021
ISSN: 2456-883X www.ajast.net
38
Acknowledgement
The authors thank the Karnataka police department for providing the information to complete the project.
Declarations
Source of Funding
This research did not receive any grant from funding agencies in the public, commercial, or not-for-profit sectors.
Competing Interests Statement
The authors declare no competing financial, professional and personal interests.
Consent for publication
Authors declare that they consented for the publication of this research work.
References
[1] Road Accidents in India, (2019. Ministry of Road Transport and Highways Transport Research Wing,
Government of India (GOI).
[2] Rajasekaran, R.B., Rajasekaran, S., & Vaishya, R., (2021). The role of social advocacy in reducing road traffic
accidents in India. Journal of Clinical Orthopaedics and Trauma, 12(1): 2-3.
[3] Khamankar, D.R., Pawade, P.Y., & Khode, B.V., (2021). Accident Analysis and Blackspot Identification at
Chandrapur City. Internation Journal of Scientific Research in Science and Technology, 8(2): 428-439.
[4] Hashimoto, S., Yoshiki, S., Saeki, R., Mimura, Y., Ando, R., Nanba, S., (2016). Development and application
of traffic accident density estimation models using kernel density estimation. Journal of traffic and transportation
engineering (English edition), 3(3): 262-70.
[5] Balasubramanian, V., Sivasankaran, S.K., (2021). Analysis of factors associated with exceeding lawful speed
traffic violations in Indian metropolitan city. Journal of Transportation Safety & Security, 13(2): 206-22.
[6] Verma, S., & Khan, J., (2018). Identification and Improvement of Accident Black Spots on N.H.86 District
Sagar, Madhya Pradesh. International Research Journal of Engineering and Technology, 225-232.
[7] Damodariya, S.M., & Patel C.R., (2021). Black Spot Identification for National Highway47: A Case Study of
Godhra–Gujarat Mp Border Stretch. Reliability: Theory & Applications, SI1 (60).

More Related Content

Similar to Identification, Analysis and Suggestions for Accident Blackspots

IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
IRJET Journal
 
IRJET- Identification and Analysis of Accident Blackspots using GIS
IRJET- Identification and Analysis of Accident Blackspots using GISIRJET- Identification and Analysis of Accident Blackspots using GIS
IRJET- Identification and Analysis of Accident Blackspots using GIS
IRJET Journal
 
Bo33402408
Bo33402408Bo33402408
Bo33402408
IJERA Editor
 
Bo33402408
Bo33402408Bo33402408
Bo33402408
IJERA Editor
 
IRJET- Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
IRJET-  	  Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...IRJET-  	  Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
IRJET- Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
IRJET Journal
 
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYSPREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
IAEME Publication
 
“ANALYSIS AND DESIGN OF MDR-34”
“ANALYSIS AND DESIGN OF MDR-34”“ANALYSIS AND DESIGN OF MDR-34”
“ANALYSIS AND DESIGN OF MDR-34”
IRJET Journal
 
A Statistical Data Analysis of Road Traffic Accidents in Jaipur City
A Statistical Data Analysis of Road Traffic Accidents in Jaipur CityA Statistical Data Analysis of Road Traffic Accidents in Jaipur City
A Statistical Data Analysis of Road Traffic Accidents in Jaipur City
IRJET Journal
 
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
IJECEIAES
 
Advance methodologies to ensure road safety
Advance methodologies to ensure road safetyAdvance methodologies to ensure road safety
Advance methodologies to ensure road safety
IAEME Publication
 
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETYADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
IAEME Publication
 
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
IRJET Journal
 
Accident Analysis and Modeling on NH-55(India)
Accident Analysis and Modeling on NH-55(India)Accident Analysis and Modeling on NH-55(India)
Accident Analysis and Modeling on NH-55(India)
International Journal of Engineering Inventions www.ijeijournal.com
 
International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)
irjes
 
International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)
irjes
 
Smart Road System to Ensure Road Accidents & Traffic Flow: an Overview
Smart Road System to Ensure Road Accidents & Traffic Flow: an OverviewSmart Road System to Ensure Road Accidents & Traffic Flow: an Overview
Smart Road System to Ensure Road Accidents & Traffic Flow: an Overview
IRJET Journal
 
Consequences of Road Traffic Accident in Nigeria: Time Series Approach
Consequences of Road Traffic Accident in Nigeria: Time Series Approach Consequences of Road Traffic Accident in Nigeria: Time Series Approach
Consequences of Road Traffic Accident in Nigeria: Time Series Approach
Editor IJCATR
 
K012316167
K012316167K012316167
K012316167
IOSR Journals
 
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
IRJET Journal
 
IRJET- Development of Accident Prediction Model on Horizontal Curves
IRJET- Development of Accident Prediction Model on Horizontal CurvesIRJET- Development of Accident Prediction Model on Horizontal Curves
IRJET- Development of Accident Prediction Model on Horizontal Curves
IRJET Journal
 

Similar to Identification, Analysis and Suggestions for Accident Blackspots (20)

IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
IDENTIFICATION OF BLACKSPOTS IN PALA-THODUPUZHA ROADAND RECOMMENDATION OF REM...
 
IRJET- Identification and Analysis of Accident Blackspots using GIS
IRJET- Identification and Analysis of Accident Blackspots using GISIRJET- Identification and Analysis of Accident Blackspots using GIS
IRJET- Identification and Analysis of Accident Blackspots using GIS
 
Bo33402408
Bo33402408Bo33402408
Bo33402408
 
Bo33402408
Bo33402408Bo33402408
Bo33402408
 
IRJET- Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
IRJET-  	  Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...IRJET-  	  Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
IRJET- Review on Road Safety Audit and A Case Study of SH26 & SH27 from K...
 
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYSPREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
PREDICTION OF ROAD ACCIDENT MODELLING FOR INDIAN NATIONAL HIGHWAYS
 
“ANALYSIS AND DESIGN OF MDR-34”
“ANALYSIS AND DESIGN OF MDR-34”“ANALYSIS AND DESIGN OF MDR-34”
“ANALYSIS AND DESIGN OF MDR-34”
 
A Statistical Data Analysis of Road Traffic Accidents in Jaipur City
A Statistical Data Analysis of Road Traffic Accidents in Jaipur CityA Statistical Data Analysis of Road Traffic Accidents in Jaipur City
A Statistical Data Analysis of Road Traffic Accidents in Jaipur City
 
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
Real-Time Video Processing using Contour Numbers and Angles for Non-urban Roa...
 
Advance methodologies to ensure road safety
Advance methodologies to ensure road safetyAdvance methodologies to ensure road safety
Advance methodologies to ensure road safety
 
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETYADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
ADVANCE METHODOLOGIES TO ENSURE ROAD SAFETY
 
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
IRJET- Road Traffic Accident Analysis on NH-6 of Amravati City (Maharashtra)
 
Accident Analysis and Modeling on NH-55(India)
Accident Analysis and Modeling on NH-55(India)Accident Analysis and Modeling on NH-55(India)
Accident Analysis and Modeling on NH-55(India)
 
International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)
 
International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)International Refereed Journal of Engineering and Science (IRJES)
International Refereed Journal of Engineering and Science (IRJES)
 
Smart Road System to Ensure Road Accidents & Traffic Flow: an Overview
Smart Road System to Ensure Road Accidents & Traffic Flow: an OverviewSmart Road System to Ensure Road Accidents & Traffic Flow: an Overview
Smart Road System to Ensure Road Accidents & Traffic Flow: an Overview
 
Consequences of Road Traffic Accident in Nigeria: Time Series Approach
Consequences of Road Traffic Accident in Nigeria: Time Series Approach Consequences of Road Traffic Accident in Nigeria: Time Series Approach
Consequences of Road Traffic Accident in Nigeria: Time Series Approach
 
K012316167
K012316167K012316167
K012316167
 
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
Road Safety Audit of Chamarajanagar to Haradanahalli District Forest - NH 948
 
IRJET- Development of Accident Prediction Model on Horizontal Curves
IRJET- Development of Accident Prediction Model on Horizontal CurvesIRJET- Development of Accident Prediction Model on Horizontal Curves
IRJET- Development of Accident Prediction Model on Horizontal Curves
 

More from IIJSRJournal

Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
IIJSRJournal
 
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
IIJSRJournal
 
Agriculture in Indian Economy and Contribution of Science and Technology
Agriculture in Indian Economy and Contribution of Science and Technology  Agriculture in Indian Economy and Contribution of Science and Technology
Agriculture in Indian Economy and Contribution of Science and Technology
IIJSRJournal
 
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
IIJSRJournal
 
Basic Criteria for Building the Third Renaissance in Uzbekistan
Basic Criteria for Building the Third Renaissance in Uzbekistan Basic Criteria for Building the Third Renaissance in Uzbekistan
Basic Criteria for Building the Third Renaissance in Uzbekistan
IIJSRJournal
 
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
IIJSRJournal
 
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
IIJSRJournal
 
Factors Influencing Professional Project Management Ethical Practices in Buil...
Factors Influencing Professional Project Management Ethical Practices in Buil...Factors Influencing Professional Project Management Ethical Practices in Buil...
Factors Influencing Professional Project Management Ethical Practices in Buil...
IIJSRJournal
 
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
IIJSRJournal
 
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
IIJSRJournal
 
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
IIJSRJournal
 
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
IIJSRJournal
 
Machine Learning Based House Price Prediction Using Modified Extreme Boosting
Machine Learning Based House Price Prediction Using Modified Extreme Boosting Machine Learning Based House Price Prediction Using Modified Extreme Boosting
Machine Learning Based House Price Prediction Using Modified Extreme Boosting
IIJSRJournal
 
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
IIJSRJournal
 
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
IIJSRJournal
 
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
IIJSRJournal
 
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
IIJSRJournal
 
Comparison of Glucose in Urine with Likening of Pigeons as Pets
Comparison of Glucose in Urine with Likening of Pigeons as Pets Comparison of Glucose in Urine with Likening of Pigeons as Pets
Comparison of Glucose in Urine with Likening of Pigeons as Pets
IIJSRJournal
 
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
IIJSRJournal
 
Research on the Impact of Short-Form Video Advertising on Social Media on the...
Research on the Impact of Short-Form Video Advertising on Social Media on the...Research on the Impact of Short-Form Video Advertising on Social Media on the...
Research on the Impact of Short-Form Video Advertising on Social Media on the...
IIJSRJournal
 

More from IIJSRJournal (20)

Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
Analysis of Artificial Intelligence Techniques for Network Intrusion Detectio...
 
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
Methodologies for Enhancing Data Integrity and Security in Distributed Cloud ...
 
Agriculture in Indian Economy and Contribution of Science and Technology
Agriculture in Indian Economy and Contribution of Science and Technology  Agriculture in Indian Economy and Contribution of Science and Technology
Agriculture in Indian Economy and Contribution of Science and Technology
 
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
The Effect of Kronecker Tensor Product Values on ECG Rates: A Study on Savitz...
 
Basic Criteria for Building the Third Renaissance in Uzbekistan
Basic Criteria for Building the Third Renaissance in Uzbekistan Basic Criteria for Building the Third Renaissance in Uzbekistan
Basic Criteria for Building the Third Renaissance in Uzbekistan
 
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
Assessment of Neglected and Under-Utilized Crop Species of African Horned Mel...
 
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
Prevalence of Trichomonas Vaginalis Infection Among Married Pregnant Women in...
 
Factors Influencing Professional Project Management Ethical Practices in Buil...
Factors Influencing Professional Project Management Ethical Practices in Buil...Factors Influencing Professional Project Management Ethical Practices in Buil...
Factors Influencing Professional Project Management Ethical Practices in Buil...
 
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
Assessment of Water Occupancy Rates of the Çamlıgöze Dam Lake between 2010-20...
 
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
Sustainability of Pod Yields of Groundnut through Crop Seasonal Rainfall, Len...
 
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
On the Modulation of Biocompatibility of Hydrogels with Collagen and Guar Gum...
 
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
Incorporation of Se (IV) Complexes based on Amino Acids in Biomatrixes in Hyd...
 
Machine Learning Based House Price Prediction Using Modified Extreme Boosting
Machine Learning Based House Price Prediction Using Modified Extreme Boosting Machine Learning Based House Price Prediction Using Modified Extreme Boosting
Machine Learning Based House Price Prediction Using Modified Extreme Boosting
 
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
Preliminary Evaluation on Vegetative of Rambutan (Nephelium lappaceum) in San...
 
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
Analysis of Physicochemical and Microbiological Parameters of Wine Produced f...
 
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
Cohesive and Thermal Properties of Sodium Cyanide-Halide Mixed Crystals
 
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
Discussion on Analysis of Effects of Short-Form Video Advertising on the Purc...
 
Comparison of Glucose in Urine with Likening of Pigeons as Pets
Comparison of Glucose in Urine with Likening of Pigeons as Pets Comparison of Glucose in Urine with Likening of Pigeons as Pets
Comparison of Glucose in Urine with Likening of Pigeons as Pets
 
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
Non-unique Fixed Points of Self Mappings in Bi-metric Spaces
 
Research on the Impact of Short-Form Video Advertising on Social Media on the...
Research on the Impact of Short-Form Video Advertising on Social Media on the...Research on the Impact of Short-Form Video Advertising on Social Media on the...
Research on the Impact of Short-Form Video Advertising on Social Media on the...
 

Recently uploaded

Self-Control of Emotions by Slidesgo.pptx
Self-Control of Emotions by Slidesgo.pptxSelf-Control of Emotions by Slidesgo.pptx
Self-Control of Emotions by Slidesgo.pptx
iemerc2024
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
Rahul
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
Victor Morales
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
camseq
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Sreedhar Chowdam
 
Fundamentals of Induction Motor Drives.pptx
Fundamentals of Induction Motor Drives.pptxFundamentals of Induction Motor Drives.pptx
Fundamentals of Induction Motor Drives.pptx
manasideore6
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Christina Lin
 
Fundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptxFundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptx
manasideore6
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
ssuser36d3051
 
Building Electrical System Design & Installation
Building Electrical System Design & InstallationBuilding Electrical System Design & Installation
Building Electrical System Design & Installation
symbo111
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
zwunae
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
obonagu
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
JoytuBarua2
 
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdfTutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
aqil azizi
 
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
dxobcob
 
PPT on GRP pipes manufacturing and testing
PPT on GRP pipes manufacturing and testingPPT on GRP pipes manufacturing and testing
PPT on GRP pipes manufacturing and testing
anoopmanoharan2
 
A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...
nooriasukmaningtyas
 
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTSHeap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
Soumen Santra
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
MIGUELANGEL966976
 

Recently uploaded (20)

Self-Control of Emotions by Slidesgo.pptx
Self-Control of Emotions by Slidesgo.pptxSelf-Control of Emotions by Slidesgo.pptx
Self-Control of Emotions by Slidesgo.pptx
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
 
Fundamentals of Induction Motor Drives.pptx
Fundamentals of Induction Motor Drives.pptxFundamentals of Induction Motor Drives.pptx
Fundamentals of Induction Motor Drives.pptx
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
 
Fundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptxFundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptx
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
 
Building Electrical System Design & Installation
Building Electrical System Design & InstallationBuilding Electrical System Design & Installation
Building Electrical System Design & Installation
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
 
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdfTutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
 
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
 
PPT on GRP pipes manufacturing and testing
PPT on GRP pipes manufacturing and testingPPT on GRP pipes manufacturing and testing
PPT on GRP pipes manufacturing and testing
 
A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...A review on techniques and modelling methodologies used for checking electrom...
A review on techniques and modelling methodologies used for checking electrom...
 
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTSHeap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
Heap Sort (SS).ppt FOR ENGINEERING GRADUATES, BCA, MCA, MTECH, BSC STUDENTS
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
 

Identification, Analysis and Suggestions for Accident Blackspots

  • 1. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 30 Identification, Analysis and Suggestions for Accident Blackspots Kumarraju B.C.1* , Chandre Gowda C.2 , Vijay Kumar Y.M.3 & Karthika B.S.4 1 Dept. of Civil Engineering, Sapthagiri College of Engineering, VTU, Bengaluru, India. Email: kumarraju@sapthagiri.edu.in* 2 Centre for Incubation, Innovation, Research and Consultancy, Jyothy Institute of Technology, VTU, Bengaluru India. 3 Department of Civil Engineering, Adichunchanagiri Institute of Technology, Chikmagalur, Karnataka, India. 4 Department of Civil Engineering, Jawaharlal Nehru National College of Engineering, Shimoga, Karnataka, India. DOI: Under assignment Copyright: © 2021 Kumarraju B.C. et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Article Received: 23 August 2021 Article Accepted: 17 October 2021 Article Published: 07 November 2021 Introduction The drastic growth in the population results to increase the population density. This rise leads to high vehicle volume on the roads. Since the vehicle density is higher for the current road availability which causes conjunction and long period of waiting on the roads. Totally 11% of deaths are accident related in the world, across 199 countries [1]. In India about 449,002 accidents occurred in 2019, resulting 1,51,113 turned deaths as per the report [1]. The table 1 shows the percentage of deaths and corresponding road networks in India till 2019. It shows that the national and state highways are the major contributor to the road accidents. Table 2 shows the fatality rate and vehicle density per ten thousand vehicles from 1970 to 2017. From this table it can be noted that the density is increasing at higher rate and due to proper road ways, the accidents have been reduced. Table 1. Accident details of India, 2019 [1] Sl. No. Road network (%) Highway Accident contribution (%) Deaths Injured 1 2.03 National 35.65 30.47 2 3.01 State 25.46 24.78 3 94.96 Others 38.89 44.75 About 37% of accident deaths are through two wheeler; and16% are from cars and other light motor vehicles. Totally 26 places are recognized as black spots in karnataka distributed over nine districts (Mysore, Tumkur, Mangalore, Hubbali-Dharwad, Davanagere, Belgaum, Gulbarga, Bellary and Mandya). In the study four black spots on state highway-39 from 8th mile to Hesaraghatta were recognized and considered for analysis. Many road ABSTRACT In the study the four black spots along the state highway-39 was recognized. The current conditions and causes for the accidents were analyzed based on the data procured from first information report. Later these spots were physically examined and the suggestions for possible reduction of the fatalities were provided. Accident density and weighted severity index were determined and potential suggestions to reduce the fatalities are described. The measures are suggested to reduce the accidents. Since, safer roads provide safe journey for all the stake holders. Keywords: Black spots, Accident, Suggestions, Safe driving.
  • 2. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 31 accidents have been reported and National Highway Authority of India has come up with numerous projects which have reduced the black spots up to certain extent [2]. Table 2. Vehicle density and fatality rate (report from GOI, 2021) Sl. No. Year Fatality rate/10,000 vehicles Vehicle density/Km 1 1970 103.5 1.18 2 1980 53.1 3.03 3 1990 28.3 9.65 4 2000 16.2 14.73 5 2010 10.5 27.88 6 2014 7.3 35.3 7 2017 5.8 42.95 Study Area and data The study area was selected in Bengaluru region through which state highway - 39 passes and for study purpose the 13km stretch of road was selected between 8th mile to Hesaraghatta. The area location falls between 13.060 N - 13.130 N and 77.500 E - 77.480 E (figure 1) Fig.1. Location of all black spots recognized (Source, google maps) The accidents record for the five years in this route was plotted in figure 2 and it was noted that the accidents were more between 3:00 pm to 9:00 pm.
  • 3. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 32 Fig.2. Accident time from year 2015 to 2019 In all these black spots from the last 5 year accident data we can observe that highest number of accident were registered in the year 2018, total number of accidents were 56 and fatal were 9, grievous were 20 and minor were 27. As per the study, most of the fatal accidents were by the motorcycles at these black spots. Methodology Weighted severity index (WSI), Method of ranking (MR), accident density (AD) and statistical analysis (SA) are generally used to identify the black spots [3] in general. In the study WSI and AD are used for the analysis. Accident Density method The density estimation is calculated by event density around each point for measured distance from the point of the event. The unit length considered is 1000 meters. Predetermined numbers of accidents were calculated as average number of accidents that have occurred per unit length. Weighted Severity Index The black spots in WSI are prioritized based on the severity of the location [4] preliminary survey was carried to identify the probable accident prone location on main road of the study area. It is given by, WSI = (NfWf+NsWs+NmWm), (1) Also represented as, WSI= (41K)+(4GI)+(MI) [2] [6] (2) Where, Wf=weight assigned to fatal accidents, Ws=weight assigned to grievous accidents, Wm= weight assigned to minor accidents, K= number of total fatal accidents, Nf = number of fatal accidents, GI= number of grievous accidents, Nf = number of fatal accidents, Ns = number of grievous accidents, Nm = number of minor accidents, MI = number of minor accidents From physical survey and geometrical variation, significant four black spots were recognized for the analysis.
  • 4. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 33 Observations and Summary The 4 spots considered (Bengaluru Karnataka, India) through WSI and accident density method are given below: i) Sapthagiri junction ii) Chikkabanavara iii) Soladevanahalli near bescom office iv) TB cross near heasaraghatta The location details of sapthagiri junction have been represented in figure 3 and table 3. Fig.3. Location of Sapthagiri engineering college junction From the figure 3, it can be noted that the foot path provided in not appropriate (1) highlighted in red). Then the traffic signal (2) is not function, zebra crossing (3) for pedestrians is missing. Then sign boards (4), speed breaker (5) and other markings are missing. Table 3. Existing road conditions at Chikkabanavara, India Sl. No. Categories Sub-categories Specific 1 Police records (FIR) Accidents 34 fatal injuries 2 Road Conditions (IRC:SP027) Pavement failure Foot paths Speed breaker Completely Uneven None 3 Type of Collision Head on Back to back Side sweep 13 20 01 4 Sign Board Sign boards and indication None
  • 5. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 34 5 Visibility Day and Night Good 6 Bush Clearance Shreds and other None 7 Street Light Halogen or LED Exists The reduction in speed may reduce the number of accidents [5]. The suggestions to improve the driving experience are given below: a) Marking and delineators need to be provided. b) Mandatory signal and sign board for speed limits c) Foot path for pedestrians to be provided on both sides d) The unevenness need to be addressed e) Standard median to be built upon The location details of chikkbanavara are given in figure 4 and table 4. Table 4. Existing road conditions at Chikkabanavara Sl. No. Categories Sub-categories Specific 1 Police records (FIR) Accidents 29 fatal injuries 2 Road Conditions (IRC:SP027) Pavement failure Foot paths Speed breaker Partially Uneven Non-scientific 3 Type of Collision Head on Back to back Side sweep 12 15 02 4 Sign Board Sign boards and indication None 5 Visibility Day and Night Fair/Bad 6 Bush Clearance Shreds and other Exists 7 Street Light Halogen or LED Does not exists From figure 4, the issues like sign board, road condition s and others can be observed. So, the suggestions to reduce the accidents are given below: a) Marking and delineators need to be provided. b) Mandatory signal and sign board for speed limits. c) Foot path for pedestrians to be provided.
  • 6. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 35 d) All the pot holes need to be filled and natural drains to be provided. e) Street lights to be provided. f) Standard median to be built upon. Fig.4. Location of Chikkabanavara The location details of soladevanahalli near bescom are given in figure 5 and table 5. Table 5. Existing road conditions at Soladevanahalli near bescom office Sl. No. Categories Sub-categories Specific 1 Police records (FIR) Accidents 27 fatal injuries 2 Road Conditions (IRC:SP027) Pavement failure Foot paths Speed breaker less None Non-scientific 3 Type of Collision Head on Back to back Side sweep 12 14 01 4 Sign Board Sign boards and indication None 5 Visibility Day and Night Good/Fair 6 Bush Clearance Shreds and other Exists 7 Street Light Halogen or LED Does not exists
  • 7. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 36 Fig.5. Location of Soladevanahalli near bescom office The figure 5 and table 5 also represents the similar problems faced as the others can be observed, so the suggestions to reduce these are given below: a) Marking and delineators need to be provided. b) Mandatory sign boards of speed limit need to be provided c) Foot path for pedestrians to be provided. d) Mild pot holes need to be filled e) Street lights to be provided. f) Standard median to be built upon. The location and details of TB cross near hesaraghatta is given in figure 6 and table 6. Fig.6. Location of TB cross near heasaraghatta Table 6. Existing road conditions at TB cross near heasaraghatta Sl. No. Categories Sub-categories Specific 1 Police records (FIR) Accidents 36 fatal injuries 2 Road Conditions (IRC:SP027) Pavement failure Foot paths Speed breaker Existing pot holes None Non-scientific
  • 8. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 37 3 Type of Collision Head on Back to back Side sweep 15 18 03 4 Sign Board Sign boards and indication None 5 Visibility Day and Night Good 6 Bush Clearance Shreds and other Exists 7 Street Light Halogen or LED Does not exists The suggestions are listed below: a) Marking and delineators need to be provided. b) Mandatory signal and sign board need to be placed. c) Foot path for pedestrians to be provided. d) All the pot holes need to be filled. e) Street lights to be provided. f) Standard median to be built upon. From the above analysis the main causes of black spots or accidents depends on design of roads, type of users, vehicle faults, improper sign boards and other environmental factors. The driving conditions such as over speeding and drunken driving may also contribute to it. Conclusions In the study an attempt was made to find out most vulnerable accident spots at a stretch from 8th mile to Heasaraghatta. The Weighted severity index (WSI) method and accident density method was used to rank the accident locations on selected section of State highway-39. The top four spots were selected as black spots as per WSI value from the collected road traffic accident data and suggestions were also provided to improve the transportation system. From the analysis it was observed that, most of the accidents are due to collisions between the vehicles or to the nearby objects. Which is due to bad signage or bad alignment of the road with It is essential to rectify these severe prone zones to reduce the fatalities [7]. Based on the analysis some of the major observation were drawn and are listed below: 1) The road signs and indications are vital. 2) The road specification must be followed accurately. 3) The consciousness of the drivers is important. 4) Everyone should follow the basic driving guidelines. 5) Proper light facilities and speed breakers need to be provided at specific locations.
  • 9. Asian Journal of Applied Science and Technology (AJAST) Volume 5, Issue 4, Pages 30-38, Oct-Dec 2021 ISSN: 2456-883X www.ajast.net 38 Acknowledgement The authors thank the Karnataka police department for providing the information to complete the project. Declarations Source of Funding This research did not receive any grant from funding agencies in the public, commercial, or not-for-profit sectors. Competing Interests Statement The authors declare no competing financial, professional and personal interests. Consent for publication Authors declare that they consented for the publication of this research work. References [1] Road Accidents in India, (2019. Ministry of Road Transport and Highways Transport Research Wing, Government of India (GOI). [2] Rajasekaran, R.B., Rajasekaran, S., & Vaishya, R., (2021). The role of social advocacy in reducing road traffic accidents in India. Journal of Clinical Orthopaedics and Trauma, 12(1): 2-3. [3] Khamankar, D.R., Pawade, P.Y., & Khode, B.V., (2021). Accident Analysis and Blackspot Identification at Chandrapur City. Internation Journal of Scientific Research in Science and Technology, 8(2): 428-439. [4] Hashimoto, S., Yoshiki, S., Saeki, R., Mimura, Y., Ando, R., Nanba, S., (2016). Development and application of traffic accident density estimation models using kernel density estimation. Journal of traffic and transportation engineering (English edition), 3(3): 262-70. [5] Balasubramanian, V., Sivasankaran, S.K., (2021). Analysis of factors associated with exceeding lawful speed traffic violations in Indian metropolitan city. Journal of Transportation Safety & Security, 13(2): 206-22. [6] Verma, S., & Khan, J., (2018). Identification and Improvement of Accident Black Spots on N.H.86 District Sagar, Madhya Pradesh. International Research Journal of Engineering and Technology, 225-232. [7] Damodariya, S.M., & Patel C.R., (2021). Black Spot Identification for National Highway47: A Case Study of Godhra–Gujarat Mp Border Stretch. Reliability: Theory & Applications, SI1 (60).