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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 232
ROUTE OPTIMIZATION OF COMMUNITY SOLID WASTE
MANAGEMENT IN SELECTED WARDS OF BANGALORE CITY
USING GEOLOGICAL INFORMATION SYSTEM (GIS)
Basavaraj N Itnal1
, S M Prakash2
1
Research Scholar, Jain University, Bangalore, India
2
Principal, KNS Institute of Technology, Bangalore, India
Abstract
Community solid waste management is an important issue in India due to the inherent challenge it is posing as urbanization is on
the rise. Currently in India as well as in many urban cities and its activities the population growth has resulted in an increased
community solid waste generation rate. Bangalore is the largest city and business capital of Karnataka state. The population of
the city as per the 2011 census is 8,443,675 with the total number of houses 2,101,831 A part from infrastructural development
going on for sustainable development MSW management should also be taken care off. In the present study community solid waste
management collection, transportation and disposal cost plays an important role about 65-75% of total cost. Hence, in Bangalore
city four wards were selected to study the community solid waste management system and also optimizations of routing system,
collection procedure, transport and transfer activities. Geographical Information System is a device introduced to plan for waste
management and also quickly implemented to overcome community solid waste management limitation. This paper attempts to
analyze the existing status of transportation of location of municipal waste along with the various secondary routes followed for
the solid waste collection of selected wards of Bangalore under BBMP. In the present study, using Arc GIS, a proper optimizing
the waste transportation routes and segregation of waste for efficiency in distance travelled and time taken. The clusters are made
by taking the time into account, which may be plus or minus the total working hours for the day. In addition, a simple optimal
routing system is proposed to achieve the minimum cost/distance/time efficient collection and transport path for community solid
waste management as well as social and environmental implications.
Key words: community solid waste management, GIS, route optimization, transportation.
--------------------------------------------------------------------***----------------------------------------------------------------------
INTRODUCTION
Currently, the environmental issues are heading due to
improper disposal of community solid waste towards a
potential risk. It is an important sensitive issue which are
concerns about serious environmental difficulties in today’s
world as well as in India. Present situation describes a
serious impact of environmental pollution causing a health
related problem due to improper community solid waste
management and also tremendous growth in population
(AshtashilVrushketuBhambulkar, 2011).
The solid waste includes non-liquid waste materials
generated through human activities includes domestic,
commercial, agricultural and industrial and from public
areas. Solid waste is generated by eight most important
activities like residential, industrial, commercial,
institutional, construction, municipal services, and process
and agricultural. It classified as different materials and
includes dust, food waste, paper, metal, plastic, glass and
other discarded cloths, garden waste, hazardous waste and
radioactive waste (Pruss, et al., 1999).
Generally, due to increase in population is related to
increase in community solid waste generation rate and
directly related to per capita income of community (Wang,
et al, 2011). In currently community solid waste
management has become a major challenge in world and
India, especially urban areas. The community solid waste
generation from various human activities directly affects the
health and negative impact on the environment
(Bhambulkar, 2011). Al Ansari, et al, (2012) estimated in
their study due to waste related disease 10% of the person
lost their life.
Geographical Information System (GIS) is a very important
tool for identifying the dumping yard and rout mapping
including proper community solid waste management
practices. Geographical Information System (GIS) is
handling spatial data including non-spatial variables also
recognize and analyze the relationship between spatial and
mapped phenomenon (MeenaDeswal and Laura, 2014).
Currently, in India especially in urban areas a class of a big
problem is route optimization (Frank Schweitzer, et al.,
1997). This work is an attempt to minimize the current
routes distance and time which will resulted in availability
of existing equipment and labour to perform separate
collection of recyclable waste in the town as well as social
and environmental implications.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 233
Materials and Methods:
Study Area:
Bangalore lies at having latitude 130
02’00.90``N and
longitude 770
34’32.17``E with an altitude of an average of
839 to 962 meters from mean sea level. The average rainfall
is around 859 mm. The coolest month is December with an
average low temperature of 15.4 °C and the hottest month is
April with an average high temperature of 36 °C, generally
varies from maximum of 37°C to minimum 13.0°C. The city
covering an area of 709.49 Sq.km and population of the city
as per the 2011 census is 8,443,675 and floating population
of 12,000. The city is divided into 198 wards and the total
number of houses 2,101,831 (source BBMP). In addition to
these commercial complexes, hospitals and industries are
established in and around the city which add up to solid
waste generation. Bangalore is the planned city in India with
a population of 8.4 million in 2011. Bangalore is the fifth
most populous city in India and the 18th
most populous city
in the world. Bangalore was the fastest-growing Indian
metropolis after New Delhi between 1991 and 2001, with a
growth rate of 38% during the decade. The entire
management of solid waste is taken care by Bruhath
Bengaluru MaganagaraPalike (BBMP). The corporation of
the city is making efforts to devise plans and strategies for
management of solid waste in an efficient manner.
In the present study four of the wards was
selectedRadhakrishna temple (ward no 18), Sanjay Nagar
(ward no 19), Ganga Nagar (ward no 20)and Hebbala (ward
no 21). Location map of the study area is given in Figure 1.
Nearby areas are Lottegollanahalli, Venkatachary Nagar,
HIG North By Outer Ring road colony, RMV II stage,
Dollar apartment, Krishna Layout, Amarajyothi Layout (P),
Raj Mahal Vilas 2nd
Stage 3rd
Block, Naidu Layout (P),
Judicial colony, AECS Layout, Jaladarshini Layout,
Geddalahalli.
Figure 1. Map showing selected wards
Table 1. Area under each Ward
Ward
Number
Ward name Ward covers an area
18
Radhakrishna
Temple
Gokula, Muthyalamma, Mattikere,
Yeshwantpura and Mohan Kumar
Nagar
19 Sanjay Nagar
Sanjay Nagar, BEL, MSR Nagar,
Boopasandra, and MS Ramaiah
Circle
20 Ganga Nagar Ganga Nagar,
21 Hebbal Amarjyothi Nagar and Hebbal,
Methodology
GIS instrument was used to import, manage and analyses
spatially based data. The three steps used in the present
study spatial data were collected, identify the collection
point including segregation and finally optimization of
routes, minimum time and distance (AnkitVerma and
Bhonde (2014), the methodology adopted in the present
work is given in Figure 2. To process and analyze
information on the basis for the proposed methodology
according to Alvarez, et al., (2008).
To understand the spatial geo database standard commercial
GIS software was used (ESRI, Arc GIS). Available spatial
data for road network, existing routes, collection points and
geographical boundary were obtained from BBMP. These
data were updated with field data and other non-spatial data
such as road name, road type, vehicle average speed, travel
time, house number, bin capacity, collection time are added.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 234
Figure 2. Methodology adopted in the present Study
Results and Discussion
The demography the study area and data collected was
collected from the BBMP, the records of 2011 senses. The
base year 2011 is selected for the calculation of community
solid waste generation. Per-capita community waste
generation rate as computed from the field survey by the
municipality is 0.45 kg, which is well between the ranges of
generation rate in Indian cities. The average community
waste generation rate in selected wards of Bangalore city is
0.42 kg/capita/day.With the help of GIS and field survey
this map is taken showing the existing and optimized route
system of the selected wards. The details of the selected
wards population, households and total area covered is given
in Table 2.
Table 2. Ward wise list of community solid waste generation rate with Population
Ward
no
Area Sq.
Km
Population
2011
Households,
2011
Population 2015
(projected)
MSW generation
Per capita rate
(kg/c/day)
Daily generation
Tonnes/day
18 1.9 35122 9058 37685 0.42 15.82
19 1.5 32491 8153 39472 0.42 16.57
20 2.3 27361 6592 32882 0.42 13.81
21 1.2 32516 8181 39505 0.42 16.60
The population of the study period (2011) was collected
from the BBMP, the records of 2011 senses. In the present
study to calculate waste generation the base year 2015 is
selected. Per-capita waste generation rate as done from the
field study by the municipality is 0.42 kg, which is well
between the ranges of generation rate in Indian cities. The
average waste generation rate in the selected wards of
Bangalore is 0.42 kg/capita/day. Waste generation in the
selected wards is = population *per capita waste generation
(149544 *0.42 = 62808.48 kg/day) is equal to 628.08 TPD)
CMSW generated in selected wards of Bangalore.
Table 3. Ward wise list of Degradable, recyclable and other waste generation rate
Locations Hebbal Division (Wards), Tonnes/day
R K temple Sanjay Nagar Ganga Nagar Hebbala
Quantity of Degradable waste generated 13.80 13.74 12.42 14.05
Quantity of Recyclable waste generated 1.32 1.53 1.28 1.45
Other waste includes Fine earth 0.70 1.30 0.11 1.09
Storage Area Dumping yard Doddamankalala near Sakkaregollahalli village 72 km from the wards
Data Collection
Background Spatial
Features
Current Collection
Points/Locations
Current Transportation of
CSW Route System
GIS Application
Present Location of
Secondary Collection
Route
GIS Analysis
Optimized Transportation
of CSW Route System
New Proposed CSW
Collection Route System
Distance Travelled, Time
Consumed and Fuel used
Total SavingsComparison
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 235
Table 3 gives the ward details and types of waste generated
in the selected wards. Any reduction of distance between the
collection points could be attractive as it reduces the
collection time, cost and air pollution emission. There were
more than one alternative to estimate the distance between
two points.
From the data base of community houses were identified
using GIS, four wards were selected for the present study.
Presently in the study area no bins were provided for
primary collection. With the help of GIS and field survey
the map is taken showing the door to door collection route
map of Community Municipal Solid Waste (CMSW) in the
study area is given in Figure 1 the type of collection vehicles
used for collection and segregation of CMSW is given in
Table 3.
The major roads and the heavy vehicles areselected from the
spatial data. The order in which the number of vehicles have
to be used is calculated based upon the quantity of waste.
Then theoptimal path is generated for each vehicle. In this
process,clusters of bins are formed and each cluster is
allocated to avehicle. The clusters are made by taking the
time intoaccount, which may be plus or minus the total
workinghours for the day (Figure 1 and Table 5). The last
cluster may need less time ifthe quantity of waste to be
transported is less. In such cases,the last cluster may be
merged with other clusters byincreasing the total working
hours (AnkitVerma and Bhonde, 2014).
Present study reveals that the total sum of distance covered
by fully loaded compactor is 189.21 km to and pro, while
optimized distance covered is 164.75 km, which is less by
24.46 km per day. In this work optimize the solid waste
route for vehicle in selected wards of Bangalore by using
Arc map. With the GIS technique, optimum route was
identified which found to be cost effective and less time
consuming when compared with the existing run route.
The route is to be obtaining by Arc GIS is 189.21 km. and
time is 12.0 Hr. 60 min. The costs for these operations are
99322.80 rupees per day. The cost is save up to 1.15 % per
day (Larsen, et al.,2009).
Table 6 revealed 12.95 % reduction in travelled length and
12.92% saving in collection cost. The optimal collection
was Rs. 86,490=60 per day (Hareesh, et al., 2015). In the
current practice in selected wards of Bangalore employed
four (15 numbers with 4 trips) vehicles, with operating cost
of approximately Rs. 99,322=80.
Table 4. Time and distance existing systems for selected wards of Bangalore
Route No SW Carrying Vehicle Ward Total Distance, km Time, s
GNA1 CV 1 20 12.560 3093.1
GNA2 CV 2 20 10.832 2667.6
GNA3 CV 3 20 7.965 1961.5
GNA4 CV 4 20 8.459 2083.2
GNA5 CV 5 20 12.624 3108.9
HA1 CV 6 21 10.692 2633.1
HA2 CV 7 21 6.548 1612.6
HA3 CV 8 21 8.459 2083.2
HA4 CV 9 21 8.921 2197.0
SNA1 CV 10 19 6.826 1681.0
SNA2 CV 11 19 7.962 1960.8
SNA3 CV 12 19 4.365 1075.0
SNA4 CV 13 19 9.256 2279.5
SNA5 CV 14 19 4.236 1043.2
SNA6 CV 15 19 3.695 910.0
SNA7 CV 16 19 8.362 2059.3
SNA8 CV 17 19 3.245 799.1
RKA2 CV 18 18 6.569 1617.7
RKA3 CV 19 18 8.896 2190.8
RKA4 CV 20 18 7.562 1862.3
RKA5 CV 21 18 8.695 2141.3
RKA6 CV 22 18 8.235 2028.0
RKA7 CV 23 18 9.245 2276.7
Total 189.21 45364.7
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 236
From the map of the selected wards in the present study area
all the roads were taken using ARC GIS and all the
characteristics were created in shape file as shown in Figure
1. The optimal route for the secondary containers is placed
starting from the centralized land fill site situated in
Doddamankalala near Sakkaregollahalli to each stations and
is as shown in Figure 2.
The comparative study (Table 6) reveals that the optimal
solution route proposed for route corresponds and
improvement when compared to the existing route. The
improvement is more emphatic in terms of the total travel
time in the optimal route, defined as the runtime of the
collection vehicle plus collection time for the waste. Route
distance and time savings become all more important when
considered on a monthly and yearly basis. Waste is collected
4 times per day for secondary route, resulting to a total of 4
collection trips per day. Thus a large amount of time and
distance is saved by the optimized routes (Figure 3) (Kadam
Puja Chandrakant and Hema Pate (2015).
Present study reveals that, by encouraging the public
through awareness campaign through school, education,
segregation should be in the house to house collection,
individual involvement and involvement of local NGOs.
Table 5. Time and distance (in km) optimal systems for selected wards of Bangalore
Route
No SW Carrying Vehicle Ward Distance
SW Carrying
Vehicle
Distance b/w
Routes Total Time, s
GNA1 CV 1 & CV 2 20 14.896 CV 2 1.265 16.161 3980.07
GNA2 CV 3 & CV 4 20 12.365 CV 4 1.523 13.888 3420.16
HA1 CV 5, CV 6 & CV 7 20 & 21 21.365 CV 7 2.543 23.908 5887.76
HA2 CV 8 & CV 9 21 14.523 CV 9 1.214 15.737 3875.51
SNA1 CV 10, CV11 & CV12 19 15.621 CV 11 2.658 18.279 4501.52
SNA2 CV 13 & CV14 19 11.625 CV14 0.986 12.611 3105.68
SNA3 CV15, CV16 & CV17 19 12.682 CV16 2.894 15.576 3835.86
RKA1 CV18 & CV19 18 13.576 CV18 1.245 14.821 3649.93
RKA2 CV20 & CV21 18 14.698 CV20 0.998 15.696 3865.41
RKA3 CV22 & CV23 18 16.872 CV23 1.205 18.077 4451.77
Total 164.75 40574.71
Table 6. Comparison between existing and optimal systems for GRA
Existing Optimal
1 Total Community Solid Waste Generated tons/day in the selected wards 628.08 628.08
2 Total number of collection vehicles required per day 15 (4 trips) 15 (4 trips)
3 Total vehicle distance travelled for collection per day (km) 189.21 164.75
4 Travel time for collection of CMSW per day (s) 45364.71 40574.71
5 Costing of hiring of CMSW collection vehicles 1655.38 trip 1441.54 trip
6 Diesel requirement, Liters 31.535 27.458
7 Cost per day,Rs. 99322.80 86490.60
Figure 1. Base Map of the Primary collection for CMSWin the study area
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 237
Figure 2. Existing route for Community Municipal Solid Waste from Segregation point to Dumping Yard
Figure 2. Optimized route for Community Municipal Solid Waste from Segregation point to Dumping Yard
CONCLUSION
The present study attempts to optimize the routes for
transport of solid waste from the few selected wards in
Bangalore city integrating GIS application ArcView along
with GPS tools to track the various routes. It demonstrates
the effectiveness of GIS/GPS technology in optimizing the
waste transport routes to achieve time and distance savings
eventually resulting ina most economic transport model. The
study revealed 12.95 % reduction in travelled distance and
12.92% saving in operational cost. The reduced travel time
of the trucks would directly lead to reduced environmental
hazard.
The GIS optimal routing model has been developed by
considering the parameter like population density, waste
generation capacity, road network and transporting waste
from transfer station to Doddamankalala near
Sakkaregollahalli disposal and handling site.In the present
study reveals that, BBMP can use this optimized route map
as decision support tool for resourceful management of
transporting the community solid waste, fuel consumption
and vehicle in daily route of life.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 238
REFERENCES
[1] Al-Ansari, N.K, Hanbali, A. Al and Knutsson, S.
(2012). Locating Solid Waste Landfills in Mafraq City,
Jordan. Advance Science and Engineering Research,
2(1), 40-51.
[2] AnkitVerma and B.K Bhonde (2014).Optimization of
Municipal Solid Waste Management of Indore City
using GIS. International Journal on Emerging
Technologies 5(1): 194-200.
[3] AnkitVerma and B.K Bhonde. (2014) Optimisation of
Municipal Solid Waste Management of Indore City
using GIS International Journal on Emerging
Technologies 5(1): 194-200.
[4] AshtashilVrushketuBhambulkar. Municipal solid waste
collection Routes optimized with arc GIS network
analyst. (2011) International Journal of Advanced
Engineering Sciences and Technologies, Vol. No. 11,
Issue No. 1, 202 – 207.
[5] Bhambulkar, A.V., (2011). Municipal Solid Waste
Collection Routes Optimized with ARC GIS Network
Analyst. Advanced Engineering Sciences and
Technologies, 11(1), 202-207.
[6] Frank Schweitzer, Helge Rose, Werner Ebeling. (1997).
Optimization of Road Networks using Evolutionary
Strategies.
[7] Hareesh K.B, Manjunath N.T and Nagarajappa D.P,
2015.Route Optimization of Municipal Solid Waste for
Davangere City Using GIS. International Journal of
Innovative Research in Science, Engineering and
Technology, Vol. 4, Issue 6.
[8] Kadam Puja Chandrakant and Hema Pate
(2015).Optimization of Solid Waste Management using
Geographic Information System (GIS) for ZoneA under
PimpriChinchwad Municipal Corporation
(PCMC),International Journal of Science and Research
(IJSR) Volume 4 Issue 6.
[9] Larsen, A., Vrgoc M., & Christensen T. (2009).Diesel
consumption in waste collection and transport and its
environmental significance.Waste Management and
Research.27, 652-657.
[10]Lopez Alvarez J V, Aguilar Larrucea M, Ferna´ndez-
Carrio´nQueroS,Jime´nez del ValleA.optimizing the
collection of used paper from small businesses through
GIS techniques: the leganes case (Madrid, Spain).
Waste Manage 2008;28:2-282.
[11]MeenaDeswal and J.S Laura, (2014).Application of
GIS in MSW management in India. International
Journal of Engineering Research and Development,
Volume 10, Issue 10, PP.24-32.
[12]Pruss A, Giroult E, Rushbrook P (eds) (1999). Safe
Management of Waste from Health Care
Activities.World Health Organization, Geneva,
Switzerland.
[13]Wang, H., He, J., Kim, Y., and Kamatta, T., (2011).
Municipal Solid Waste Management In Small Towns:
An Economic Analysis Conducted in Yunnan, China.
Policy Research Working Paper, 57-67.

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Route optimization of community solid waste management in selected wards of bangalore city using geological information system (gis)

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 232 ROUTE OPTIMIZATION OF COMMUNITY SOLID WASTE MANAGEMENT IN SELECTED WARDS OF BANGALORE CITY USING GEOLOGICAL INFORMATION SYSTEM (GIS) Basavaraj N Itnal1 , S M Prakash2 1 Research Scholar, Jain University, Bangalore, India 2 Principal, KNS Institute of Technology, Bangalore, India Abstract Community solid waste management is an important issue in India due to the inherent challenge it is posing as urbanization is on the rise. Currently in India as well as in many urban cities and its activities the population growth has resulted in an increased community solid waste generation rate. Bangalore is the largest city and business capital of Karnataka state. The population of the city as per the 2011 census is 8,443,675 with the total number of houses 2,101,831 A part from infrastructural development going on for sustainable development MSW management should also be taken care off. In the present study community solid waste management collection, transportation and disposal cost plays an important role about 65-75% of total cost. Hence, in Bangalore city four wards were selected to study the community solid waste management system and also optimizations of routing system, collection procedure, transport and transfer activities. Geographical Information System is a device introduced to plan for waste management and also quickly implemented to overcome community solid waste management limitation. This paper attempts to analyze the existing status of transportation of location of municipal waste along with the various secondary routes followed for the solid waste collection of selected wards of Bangalore under BBMP. In the present study, using Arc GIS, a proper optimizing the waste transportation routes and segregation of waste for efficiency in distance travelled and time taken. The clusters are made by taking the time into account, which may be plus or minus the total working hours for the day. In addition, a simple optimal routing system is proposed to achieve the minimum cost/distance/time efficient collection and transport path for community solid waste management as well as social and environmental implications. Key words: community solid waste management, GIS, route optimization, transportation. --------------------------------------------------------------------***---------------------------------------------------------------------- INTRODUCTION Currently, the environmental issues are heading due to improper disposal of community solid waste towards a potential risk. It is an important sensitive issue which are concerns about serious environmental difficulties in today’s world as well as in India. Present situation describes a serious impact of environmental pollution causing a health related problem due to improper community solid waste management and also tremendous growth in population (AshtashilVrushketuBhambulkar, 2011). The solid waste includes non-liquid waste materials generated through human activities includes domestic, commercial, agricultural and industrial and from public areas. Solid waste is generated by eight most important activities like residential, industrial, commercial, institutional, construction, municipal services, and process and agricultural. It classified as different materials and includes dust, food waste, paper, metal, plastic, glass and other discarded cloths, garden waste, hazardous waste and radioactive waste (Pruss, et al., 1999). Generally, due to increase in population is related to increase in community solid waste generation rate and directly related to per capita income of community (Wang, et al, 2011). In currently community solid waste management has become a major challenge in world and India, especially urban areas. The community solid waste generation from various human activities directly affects the health and negative impact on the environment (Bhambulkar, 2011). Al Ansari, et al, (2012) estimated in their study due to waste related disease 10% of the person lost their life. Geographical Information System (GIS) is a very important tool for identifying the dumping yard and rout mapping including proper community solid waste management practices. Geographical Information System (GIS) is handling spatial data including non-spatial variables also recognize and analyze the relationship between spatial and mapped phenomenon (MeenaDeswal and Laura, 2014). Currently, in India especially in urban areas a class of a big problem is route optimization (Frank Schweitzer, et al., 1997). This work is an attempt to minimize the current routes distance and time which will resulted in availability of existing equipment and labour to perform separate collection of recyclable waste in the town as well as social and environmental implications.
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 233 Materials and Methods: Study Area: Bangalore lies at having latitude 130 02’00.90``N and longitude 770 34’32.17``E with an altitude of an average of 839 to 962 meters from mean sea level. The average rainfall is around 859 mm. The coolest month is December with an average low temperature of 15.4 °C and the hottest month is April with an average high temperature of 36 °C, generally varies from maximum of 37°C to minimum 13.0°C. The city covering an area of 709.49 Sq.km and population of the city as per the 2011 census is 8,443,675 and floating population of 12,000. The city is divided into 198 wards and the total number of houses 2,101,831 (source BBMP). In addition to these commercial complexes, hospitals and industries are established in and around the city which add up to solid waste generation. Bangalore is the planned city in India with a population of 8.4 million in 2011. Bangalore is the fifth most populous city in India and the 18th most populous city in the world. Bangalore was the fastest-growing Indian metropolis after New Delhi between 1991 and 2001, with a growth rate of 38% during the decade. The entire management of solid waste is taken care by Bruhath Bengaluru MaganagaraPalike (BBMP). The corporation of the city is making efforts to devise plans and strategies for management of solid waste in an efficient manner. In the present study four of the wards was selectedRadhakrishna temple (ward no 18), Sanjay Nagar (ward no 19), Ganga Nagar (ward no 20)and Hebbala (ward no 21). Location map of the study area is given in Figure 1. Nearby areas are Lottegollanahalli, Venkatachary Nagar, HIG North By Outer Ring road colony, RMV II stage, Dollar apartment, Krishna Layout, Amarajyothi Layout (P), Raj Mahal Vilas 2nd Stage 3rd Block, Naidu Layout (P), Judicial colony, AECS Layout, Jaladarshini Layout, Geddalahalli. Figure 1. Map showing selected wards Table 1. Area under each Ward Ward Number Ward name Ward covers an area 18 Radhakrishna Temple Gokula, Muthyalamma, Mattikere, Yeshwantpura and Mohan Kumar Nagar 19 Sanjay Nagar Sanjay Nagar, BEL, MSR Nagar, Boopasandra, and MS Ramaiah Circle 20 Ganga Nagar Ganga Nagar, 21 Hebbal Amarjyothi Nagar and Hebbal, Methodology GIS instrument was used to import, manage and analyses spatially based data. The three steps used in the present study spatial data were collected, identify the collection point including segregation and finally optimization of routes, minimum time and distance (AnkitVerma and Bhonde (2014), the methodology adopted in the present work is given in Figure 2. To process and analyze information on the basis for the proposed methodology according to Alvarez, et al., (2008). To understand the spatial geo database standard commercial GIS software was used (ESRI, Arc GIS). Available spatial data for road network, existing routes, collection points and geographical boundary were obtained from BBMP. These data were updated with field data and other non-spatial data such as road name, road type, vehicle average speed, travel time, house number, bin capacity, collection time are added.
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 234 Figure 2. Methodology adopted in the present Study Results and Discussion The demography the study area and data collected was collected from the BBMP, the records of 2011 senses. The base year 2011 is selected for the calculation of community solid waste generation. Per-capita community waste generation rate as computed from the field survey by the municipality is 0.45 kg, which is well between the ranges of generation rate in Indian cities. The average community waste generation rate in selected wards of Bangalore city is 0.42 kg/capita/day.With the help of GIS and field survey this map is taken showing the existing and optimized route system of the selected wards. The details of the selected wards population, households and total area covered is given in Table 2. Table 2. Ward wise list of community solid waste generation rate with Population Ward no Area Sq. Km Population 2011 Households, 2011 Population 2015 (projected) MSW generation Per capita rate (kg/c/day) Daily generation Tonnes/day 18 1.9 35122 9058 37685 0.42 15.82 19 1.5 32491 8153 39472 0.42 16.57 20 2.3 27361 6592 32882 0.42 13.81 21 1.2 32516 8181 39505 0.42 16.60 The population of the study period (2011) was collected from the BBMP, the records of 2011 senses. In the present study to calculate waste generation the base year 2015 is selected. Per-capita waste generation rate as done from the field study by the municipality is 0.42 kg, which is well between the ranges of generation rate in Indian cities. The average waste generation rate in the selected wards of Bangalore is 0.42 kg/capita/day. Waste generation in the selected wards is = population *per capita waste generation (149544 *0.42 = 62808.48 kg/day) is equal to 628.08 TPD) CMSW generated in selected wards of Bangalore. Table 3. Ward wise list of Degradable, recyclable and other waste generation rate Locations Hebbal Division (Wards), Tonnes/day R K temple Sanjay Nagar Ganga Nagar Hebbala Quantity of Degradable waste generated 13.80 13.74 12.42 14.05 Quantity of Recyclable waste generated 1.32 1.53 1.28 1.45 Other waste includes Fine earth 0.70 1.30 0.11 1.09 Storage Area Dumping yard Doddamankalala near Sakkaregollahalli village 72 km from the wards Data Collection Background Spatial Features Current Collection Points/Locations Current Transportation of CSW Route System GIS Application Present Location of Secondary Collection Route GIS Analysis Optimized Transportation of CSW Route System New Proposed CSW Collection Route System Distance Travelled, Time Consumed and Fuel used Total SavingsComparison
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 235 Table 3 gives the ward details and types of waste generated in the selected wards. Any reduction of distance between the collection points could be attractive as it reduces the collection time, cost and air pollution emission. There were more than one alternative to estimate the distance between two points. From the data base of community houses were identified using GIS, four wards were selected for the present study. Presently in the study area no bins were provided for primary collection. With the help of GIS and field survey the map is taken showing the door to door collection route map of Community Municipal Solid Waste (CMSW) in the study area is given in Figure 1 the type of collection vehicles used for collection and segregation of CMSW is given in Table 3. The major roads and the heavy vehicles areselected from the spatial data. The order in which the number of vehicles have to be used is calculated based upon the quantity of waste. Then theoptimal path is generated for each vehicle. In this process,clusters of bins are formed and each cluster is allocated to avehicle. The clusters are made by taking the time intoaccount, which may be plus or minus the total workinghours for the day (Figure 1 and Table 5). The last cluster may need less time ifthe quantity of waste to be transported is less. In such cases,the last cluster may be merged with other clusters byincreasing the total working hours (AnkitVerma and Bhonde, 2014). Present study reveals that the total sum of distance covered by fully loaded compactor is 189.21 km to and pro, while optimized distance covered is 164.75 km, which is less by 24.46 km per day. In this work optimize the solid waste route for vehicle in selected wards of Bangalore by using Arc map. With the GIS technique, optimum route was identified which found to be cost effective and less time consuming when compared with the existing run route. The route is to be obtaining by Arc GIS is 189.21 km. and time is 12.0 Hr. 60 min. The costs for these operations are 99322.80 rupees per day. The cost is save up to 1.15 % per day (Larsen, et al.,2009). Table 6 revealed 12.95 % reduction in travelled length and 12.92% saving in collection cost. The optimal collection was Rs. 86,490=60 per day (Hareesh, et al., 2015). In the current practice in selected wards of Bangalore employed four (15 numbers with 4 trips) vehicles, with operating cost of approximately Rs. 99,322=80. Table 4. Time and distance existing systems for selected wards of Bangalore Route No SW Carrying Vehicle Ward Total Distance, km Time, s GNA1 CV 1 20 12.560 3093.1 GNA2 CV 2 20 10.832 2667.6 GNA3 CV 3 20 7.965 1961.5 GNA4 CV 4 20 8.459 2083.2 GNA5 CV 5 20 12.624 3108.9 HA1 CV 6 21 10.692 2633.1 HA2 CV 7 21 6.548 1612.6 HA3 CV 8 21 8.459 2083.2 HA4 CV 9 21 8.921 2197.0 SNA1 CV 10 19 6.826 1681.0 SNA2 CV 11 19 7.962 1960.8 SNA3 CV 12 19 4.365 1075.0 SNA4 CV 13 19 9.256 2279.5 SNA5 CV 14 19 4.236 1043.2 SNA6 CV 15 19 3.695 910.0 SNA7 CV 16 19 8.362 2059.3 SNA8 CV 17 19 3.245 799.1 RKA2 CV 18 18 6.569 1617.7 RKA3 CV 19 18 8.896 2190.8 RKA4 CV 20 18 7.562 1862.3 RKA5 CV 21 18 8.695 2141.3 RKA6 CV 22 18 8.235 2028.0 RKA7 CV 23 18 9.245 2276.7 Total 189.21 45364.7
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 236 From the map of the selected wards in the present study area all the roads were taken using ARC GIS and all the characteristics were created in shape file as shown in Figure 1. The optimal route for the secondary containers is placed starting from the centralized land fill site situated in Doddamankalala near Sakkaregollahalli to each stations and is as shown in Figure 2. The comparative study (Table 6) reveals that the optimal solution route proposed for route corresponds and improvement when compared to the existing route. The improvement is more emphatic in terms of the total travel time in the optimal route, defined as the runtime of the collection vehicle plus collection time for the waste. Route distance and time savings become all more important when considered on a monthly and yearly basis. Waste is collected 4 times per day for secondary route, resulting to a total of 4 collection trips per day. Thus a large amount of time and distance is saved by the optimized routes (Figure 3) (Kadam Puja Chandrakant and Hema Pate (2015). Present study reveals that, by encouraging the public through awareness campaign through school, education, segregation should be in the house to house collection, individual involvement and involvement of local NGOs. Table 5. Time and distance (in km) optimal systems for selected wards of Bangalore Route No SW Carrying Vehicle Ward Distance SW Carrying Vehicle Distance b/w Routes Total Time, s GNA1 CV 1 & CV 2 20 14.896 CV 2 1.265 16.161 3980.07 GNA2 CV 3 & CV 4 20 12.365 CV 4 1.523 13.888 3420.16 HA1 CV 5, CV 6 & CV 7 20 & 21 21.365 CV 7 2.543 23.908 5887.76 HA2 CV 8 & CV 9 21 14.523 CV 9 1.214 15.737 3875.51 SNA1 CV 10, CV11 & CV12 19 15.621 CV 11 2.658 18.279 4501.52 SNA2 CV 13 & CV14 19 11.625 CV14 0.986 12.611 3105.68 SNA3 CV15, CV16 & CV17 19 12.682 CV16 2.894 15.576 3835.86 RKA1 CV18 & CV19 18 13.576 CV18 1.245 14.821 3649.93 RKA2 CV20 & CV21 18 14.698 CV20 0.998 15.696 3865.41 RKA3 CV22 & CV23 18 16.872 CV23 1.205 18.077 4451.77 Total 164.75 40574.71 Table 6. Comparison between existing and optimal systems for GRA Existing Optimal 1 Total Community Solid Waste Generated tons/day in the selected wards 628.08 628.08 2 Total number of collection vehicles required per day 15 (4 trips) 15 (4 trips) 3 Total vehicle distance travelled for collection per day (km) 189.21 164.75 4 Travel time for collection of CMSW per day (s) 45364.71 40574.71 5 Costing of hiring of CMSW collection vehicles 1655.38 trip 1441.54 trip 6 Diesel requirement, Liters 31.535 27.458 7 Cost per day,Rs. 99322.80 86490.60 Figure 1. Base Map of the Primary collection for CMSWin the study area
  • 6. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 237 Figure 2. Existing route for Community Municipal Solid Waste from Segregation point to Dumping Yard Figure 2. Optimized route for Community Municipal Solid Waste from Segregation point to Dumping Yard CONCLUSION The present study attempts to optimize the routes for transport of solid waste from the few selected wards in Bangalore city integrating GIS application ArcView along with GPS tools to track the various routes. It demonstrates the effectiveness of GIS/GPS technology in optimizing the waste transport routes to achieve time and distance savings eventually resulting ina most economic transport model. The study revealed 12.95 % reduction in travelled distance and 12.92% saving in operational cost. The reduced travel time of the trucks would directly lead to reduced environmental hazard. The GIS optimal routing model has been developed by considering the parameter like population density, waste generation capacity, road network and transporting waste from transfer station to Doddamankalala near Sakkaregollahalli disposal and handling site.In the present study reveals that, BBMP can use this optimized route map as decision support tool for resourceful management of transporting the community solid waste, fuel consumption and vehicle in daily route of life.
  • 7. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 11 | Nov-2015, Available @ http://www.ijret.org 238 REFERENCES [1] Al-Ansari, N.K, Hanbali, A. Al and Knutsson, S. (2012). Locating Solid Waste Landfills in Mafraq City, Jordan. Advance Science and Engineering Research, 2(1), 40-51. [2] AnkitVerma and B.K Bhonde (2014).Optimization of Municipal Solid Waste Management of Indore City using GIS. International Journal on Emerging Technologies 5(1): 194-200. [3] AnkitVerma and B.K Bhonde. (2014) Optimisation of Municipal Solid Waste Management of Indore City using GIS International Journal on Emerging Technologies 5(1): 194-200. [4] AshtashilVrushketuBhambulkar. Municipal solid waste collection Routes optimized with arc GIS network analyst. (2011) International Journal of Advanced Engineering Sciences and Technologies, Vol. No. 11, Issue No. 1, 202 – 207. [5] Bhambulkar, A.V., (2011). Municipal Solid Waste Collection Routes Optimized with ARC GIS Network Analyst. Advanced Engineering Sciences and Technologies, 11(1), 202-207. [6] Frank Schweitzer, Helge Rose, Werner Ebeling. (1997). Optimization of Road Networks using Evolutionary Strategies. [7] Hareesh K.B, Manjunath N.T and Nagarajappa D.P, 2015.Route Optimization of Municipal Solid Waste for Davangere City Using GIS. International Journal of Innovative Research in Science, Engineering and Technology, Vol. 4, Issue 6. [8] Kadam Puja Chandrakant and Hema Pate (2015).Optimization of Solid Waste Management using Geographic Information System (GIS) for ZoneA under PimpriChinchwad Municipal Corporation (PCMC),International Journal of Science and Research (IJSR) Volume 4 Issue 6. [9] Larsen, A., Vrgoc M., & Christensen T. (2009).Diesel consumption in waste collection and transport and its environmental significance.Waste Management and Research.27, 652-657. [10]Lopez Alvarez J V, Aguilar Larrucea M, Ferna´ndez- Carrio´nQueroS,Jime´nez del ValleA.optimizing the collection of used paper from small businesses through GIS techniques: the leganes case (Madrid, Spain). Waste Manage 2008;28:2-282. [11]MeenaDeswal and J.S Laura, (2014).Application of GIS in MSW management in India. International Journal of Engineering Research and Development, Volume 10, Issue 10, PP.24-32. [12]Pruss A, Giroult E, Rushbrook P (eds) (1999). Safe Management of Waste from Health Care Activities.World Health Organization, Geneva, Switzerland. [13]Wang, H., He, J., Kim, Y., and Kamatta, T., (2011). Municipal Solid Waste Management In Small Towns: An Economic Analysis Conducted in Yunnan, China. Policy Research Working Paper, 57-67.