International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072

WALKABILITY INDEX BY GLOBAL INDEX METHOD

PRAGIA MINHAS1, ARUNAVA PODDAR2

1M Tech (Traffic and Transportation Engineering), 2Assistant Professor Department of Civil Engineering, Lovely Professional University, Jalandhar-Delhi, G.T. Road, Phagwara Punjab (India)-144411 ------***------Abstract –This study aims to suggest the Walkability values the transport network along with the exhaustion of the and a qualitative analysis undertaking case study of Lovely energy resources. So it’s important not only for the urban Professional University(LPU)-India’s largest single campus planners and the transport engineers but also for the people private university. The paper includes an extensive study of that owning vehicles and discarding the cheapest and important criteria such as the facilities, safety, healthiest mode of transport i.e. isn’t the best accessibility and aesthetic appearance. The survey applies the solution to the problem. Promoting public transport such as principle of Global Walkability index developed by H.Krambeck buses, metro etc will help not only conserve the non- together for the World Bank along with the Clean Air for Asian renewable source of energy but give efficient time to come cities (CAI-Asia). The methodology is qualitative as it provides with best possible solutions as its replacement. insight to the several key parameters and enables the identification of areas for improvement. Walkability indicates The Urban design philosophies include- , the quality and safety of the walkways and sidewalks. LPU has transit oriented development and traditional town planning student strength of approximately 25000. All of them have to which have gained popularity in recent years as a way to either use private vehicles in large number causing congestion, boost the travel demand. These three have common or have to walk to their destinations inside the transportation objectives which are: (1) reduced number of campus area. Therefore, it is necessary to find the safety, motorized trips, also called , (2) trips which comfort and convenience of for which the are produced, hike the non-motorized part (i.e. by foot or evaluation of GWI of LPU is needed. ); and (3) the motorized trips that produce reduced level of travel distances and increases the vehicle occupancy Key Words: Walkability index, pedestrian, walkway, level (i.e. by encouraging shorter trips by transit, Para crosswalk, built environment, congestion, urban transit, and ride sharing). An expected outcome of planning degenerating trips will have a lessened negative consequences of an automobile oriented society such as – 1. INTRODUCTION reduced pollution, fossil fuel consumption and; class and social segregation (Banister and Lichfield, 1995; Ditmar, 1995). What is Walkability? Well it’s not just about the physical walking but also how walk able i.e. safe, convenient, In municipal planning and budgets often services related to comfortable, accessible and healthy the built environment is. pedestrian, infrastructure and amenities are neglected. Hoe A gas-belching, time-wasting, life threatening prosthetic desirable a vicinity can be based on safety, security and device- how can we free ourselves from the dependence on convenience of their pedestrian environments are all the car and make our vicinity more walk able and more associated to walk ability and its significance in urban pleasant for people. A walk can be useful in many ways. It planning and design. can initiate economical brilliance, better health and environmentally sustainable. Recently the urban planners have been working on the 3D’s of the built environment – 1.1 WALKABILITY INDEX density, design and diversity. The density of an area plays a vital role and is acknowledged by planners whereas the Basically, Walkability reflects the built environment health, other two factors have just been ignored. It deals with the economics and over all livability of the area. Its not just idea of how compact the built environment can be, mixed about physical walking but also the factors like: safe, use of land, walking friendly design to degenerate vehicle convenient, secure, attractive and connected the area is. trips and encourage people to walk, bike or take public Places undesirable of walking include: separated land use, transit as substitutes for automobile travelling particularly. dead end streets and poorly designed arrangement of Basically walk ability is of quite significance in an era where developments. the congestion has become one of the main outbursts of the century. Population explosion is one of the major factors According to Brad Shaw Walkability can be defined as: responsible for such a chaotic situation leading to A foot-friendly, easy to use and built environment friendly congestion. This problem has lead to an intense pressure on with leveled sidewalks, safe intersections, narrow streets,

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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 proper disposing facilities, proper lighting a total absence of 30 Chandigarh 0.91 obstructions. A local culture inhibiting more carefree and a 31 National 0.52 built in environment must be involved. The walk score is a number between 00 -100. Below are the Clean air initiative (2011) is an organization involved in general guidelines to evaluate the walk score: finding the Walkability in Asian cities. For a pedestrian 90-100= ’s paradise: owning a car isn’t necessary and survey, they have recommended the following attributes to most of the errands can be done by walking. be considered: 70-90= very walk able; owning a car isn’t important. 50-70= some walk able locations; some amenities might be i) Sidewalks/ cleaner and wider at a walk able distance but everyday errands must require ii) Low traffic volume on road proper transportation facilities. iii) Obstacle free footpaths 25 - 50 = Not Walkable; only a few destinations are within iv) Increased crossing points easy walking range. For most errands, driving or public v) Effective street lighting transportation is a must. vi) Easy access for disabled persons 0 - 25 = Driving only; virtually no neighborhood destinations within walking range. You can walk from your house to your They also calculated the walk ability index in 30 major cities car. in India. The average Walkability of India was reported as 0.52. The best Walkability in the country according to this Using this scoring system, Chandigarh (walk score = 91) in ranking was in Chandigarh (=0.92). India was considered as walker’s paradise. Although walkscore.com measures how easy it is to live a car-free life Table 1.1: Walkability of 30 cities in India (Source: style and considers how dense the land use is (which can “Walkability in Indian cities”, Clean Air Initiative for Asian reduce trip lengths), it does not include a qualitative cities (CAI-Asia) centre, 2011) assessment of pedestrian facilities like walkway width, walkway height, street lights, traffic and crime safety, etc. Sl.No Cities Walkability index score The main objective of calculating the Walkability index may 1 Shimla 0.22 be summarized as follows: 2 Bhubaneswar 0.28 3 Gangtok 0.3 1) Generating awareness of Walkability as an 4 Panaji 0.32 important issue in developing cities. 5 Pondicherry 0.37 2) Providing city officials with an incentive to address 6 Hubli Dharwad 0.39 Walkability issues. 7 Guwahati 0.39 3) Helping city planners understand scope and extent 8 Amritsar 0.31 of local pedestrian conditions, relative to other 9 Thiruvananthapuram 0.34 cities 10 Agra 0.38 4) Providing city planners with the information 11 Varanasi 0.33 necessary to identify specific pedestrian-related 12 Bikaner 0.43 shortcomings, as well with recommendations for 13 Raipur 0.41 next steps. 14 Madurai 0.40 15 Bhopal 0.47 Walkability of an area has been estimated by 16 Kochi 0.57 various researchers and organizations. Three of 17 Kanpur 0.59 such methods are presented here. 18 Patna 0.65 19 Bangalore 0.63 1.1.1 GLOBAL WALKABILITY INDEX (GWI) 20 Nagpur 0.66 (Krambeck & Shah, 2006) 21 Jaipur 0.64 22 Hyderabad 0.68 This method is used by the World Bank which provides a 23 Surat 0.62 qualitative analysis of the walking conditions including 24 Chennai 0.77 safety and security, convenience and degree of policy 25 Kolkata 0.81 support for the pedestrian environment. Related aspects 26 Pune 0.81 covered under the above three components are listed below: 27 Mumbai 0.85 28 Ahmadabad 0.85 29 Delhi 0.87

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a) Safety and Security allotted marks for each of those above questions. Based on i) Proportion of road accidents that resulted the responses, for each area, the public agency rating is in pedestrian fatalities obtained. A field survey is carried out which involves the ii) Walking path modal conflict pedestrians of the each segregated area. The Performa is iii) Crossing safety given in Appendix-B iv) Perception of security from crime v) Quality of motorist behavior Field surveyors will ask the pedestrians to rate the selected b) Convenience and Attractiveness road stretches on a scale 1 to 5 for each variable (1 being the vi) Maintenance and cleanliness of walking lowest, 5 being the highest) in each of the selected areas. The paths average for each of the variables is translated into a rating vii) Existence and quality of facilities for blind system from 0 (lowest score) to 100 (highest score). and disabled persons Walkability ratings in the different area types in each city are viii) Amenities (e.g., coverage, benches, public derived by taking the average of the individual variable toilets) averages. ix) Permanent and temporary obstacles on Thus the summation of the public agency rating and field walking paths survey rating gives the Global Walkability Index (GWI). This x) Availability of crossings along major roads method identifies pedestrian preferences and analyzes c) Policy Support government policies. xi) Funding and resources devoted to pedestrian planning 1.1.2 MINISTRY OF URBAN DEVELOPMENT (MOUD) xii) Presence of relevant urban design METHOD guidelines xiii) Existence and enforcement of relevant This method was developed by Ministry of Urban Road pedestrian safety laws and regulations Development (MOUD), Government of India. They especially xiv) Degree of public outreach for pedestrian developed this method based on the Indian conditions. and driving safety etiquette According to this method walk ability index is a function of availability of and pedestrian facility rating. This The method comprises two kinds of surveys — a can be calculated using equation 1.1. public agency survey, to be administered to department(s) responsible for urban and , and a Walkability Index = [(W1 x Availability of footpath) + field survey. These surveys may be conducted in any order. It (w2 x Pedestrian Facility rating)] - (1.1) is important that these surveys are conducted within local populations to prevent undue bias in results. The public Where, w1 and w2 are weights (assumed 50% for both) agency survey is used to collect important data that is not Availability of footpath = Footpath length / Length of major obtainable through physical infrastructure surveys, such as roads in the city - (1.2) pedestrian fatality statistics and pedestrian-related laws and Pedestrian Facility Rating = Score estimated based on regulations. The field survey is used to collect pedestrian opinion on available perceptions on facilities and to suggest improvements if Pedestrian facility there. Thus Walkability index is the summation of the scores obtained from pedestrian facility ratings and a public agency - (1.3) ratings. Using this walk ability index, MOUD assessed the quality of Survey areas are selected in the study area such that the pedestrian infrastructure across 30 cities in India and found entire major and important roads are covered. One sheet per an average index of 0.52 (out of 1 point scale). Chandigarh survey area is used. Within each survey area only main scored a maximum of 0.91. Small and medium towns have public roads are surveyed. For consistency, all surveys scored less which is ironical as these towns have high should be conducted during local peak travel times. pedestrian flow. All larger cities have scored better than smaller cities. This may be due to higher investments being The total number of people walking in the street (alongside made in providing road infrastructure in these cities. The hill other traffic modes) and on walking path are counted on one towns have scored lower values, indicating poor condition side of the street over a period of 5 minutes using a traffic and availability of pedestrian facilities. Clearly, smaller cities counting method. The surveyed length of the street is and hill towns have higher pedestrian volumes but poorer measured in kilometers and it varies between 0.2 - 0.4 km. pedestrian facilities.

A public agency survey involves the administrators in the The limitation of this methodology is that it is difficult to selected area. The survey questionnaire is shown in assess that which parameter needs improvement such as Appendix-A. The GWI implementation guidebook has safety, disability infrastructure, comfort, convenience,

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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 amenities, etc. The method considers the length of only those development is important. Quality of air we breathe and footpaths which are wider than 1.2m. The length of the water we drink all comes under the issue of planning and major roads in the city is calculated using the city plan or a development. Consequences on: climate-change, bio- tape or Google maps. diversity, transportation development pattern.

For finding the pedestrian facility rating, a pedestrian survey Challenges to build green communities and their is to be carried out. The pedestrian survey enables residents objectives are: most impacted by the walk ability of a city, to voice their opinion on current conditions of the pedestrian facility and 1. Better scientific community to suggest improvements if there. It is important that these 2. Relief from high petrol prices surveys are conducted within local populations to prevent 3. Reduction in green house gas emissions undue bias in results. Topics covered in this survey include: 4. Rely on energy efficient buildings 5. Reduce distances from origin to destination 1) Footpath width 6. Reduce the need for costly roads and infrastructure 2) Footpath continuity 3) Availability of crossings 2. EXPERIMENTAL DESIGN AND SETUP 4) Maintenance and cleanliness 5) Security from crime 2.1 AREA SURVEY 6) Disability infrastructure 7) Amenities For the case study purpose the method of global Walkability 8) Obstructions index (GWI) has been considered. LPU is a private university 9) Footpath surface and has its roots in Jalandhar, India setup in 2005. It presides over an area of 600 acres of green land on NH-1. It Using the above mentioned pedestrian facility factors, a comprises of 25000 students from 28 states and 26 survey form is prepared in which the pedestrian has to countries. It is a residential university with separate hostel evaluate the listed attributes on a 5 point usability scale facility for boys and girls housing more than 15000 students. where ‘1’ defines ‘not at all usable’ and ‘5’ define ‘highly usable’. Survey is to be done for a minimum of 50 people Surveyed Area Data: (pedestrians). The average of the pedestrian facility factors is calculated. By using the equation 1.1, the walk ability of Roads in LPU= 15040 ft. index of an area is calculated. 4.5 kms of total road stretch in LPU Footpath Length= 27040 ft 1.1.3 WALKSCORE.COM METHOD 8.24km of total side walk length Covered footpaths= 3470 ft Walkscore.com calculates an area’s walk ability based on the 1.05km of covered footpath distance from resident’s house to nearby amenities. Walk Score helps people find walk able places to live. Walk Score Table -2.1: Zoning of Study Area calculates the walk ability of an address by locating nearby stores, restaurants, schools, parks, etc. It is based on: S.NO. ZONE DESCRIPTION 1. I LIM, Campus café, SBRM Auditorium, 1) The distance to walk able locations near an LIT, Pharmacy, Architecture, Hospital address. 2. II GH 1-4, Business block, Lovely mall, 2) Calculating a score for each of these locations. Hotel Management, Education Block, 3) Combining these scores into one easy to read LSB, GH 5-6 Walk Score. 3. III Block- 25, 26,27,28,29,30,31,32,33,34,35,36,37,38 The Walk Score may change as the data sources are updated 4. IV Block- 39,40,41,42,43,44, BH-1,2,3,4,7 or as the algorithm used is improved. 5. V Block- 55,56,57,58, BH 5-6

Walk Score is a number between 0 and 100. Below are 2.2 GLOBAL WALKABILITY INDEX general guidelines for interpreting the walk score.

For calculation of GWI there are two types of surveys for 1.2 WALKABILITY ECONOMICS conducted for the pedestrian facility rating: public agency form and field survey. Walking means to solve many social ills such as global warming, traffic congestion, oil dependency and other health issues. The importance of urban planning for sustainable

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The public agency survey is conducted respectively for each Table -3.2: Public agency ratings for zones in LPU campus zone but in case of LPU campus survey only one is conducted because it has one area planner. ZONE DESCRIPTION RATING(ON 30 POINT The attributes such as: adequate funding and resources SCALE) devoted for pedestrian-related urban design guidelines, and A LIM, Campus café, SBRM auditorium, 08 available data on pedestrian fatalities, pedestrian safety LIT, Pharmacy, Architecture, Hospital programs and law or regulation enforcement. B GH 1-4, Business block, Lovely mall, 06 The field survey: (1) Material map, camera, extra data Hotel Management, Education Block, collection form, measuring tape, (2) survey area selection LSB, GH 5-6 zone , (3) time of the day- local peak travel, (4) filling in data C Block- 25, 04 collection form and performing calculations, (5) quality 26,27,28,29,30,31,32,33,34,35,36,37, assurance-photography of cross sections to be surveyed. 38 A field Walkability survey was conducted which involves the D Block- 39,40,41,42,43,44, BH- 2.5 following attributes: 1,2,3,4,7 E Block- 55,56,57,58, BH 5-6 01 (1) Carriageway modal conflict (2) Walking path availability The variations in the public agency ratings is due to the (3) Crossings availability changes in the sidewalk widths, parking on sidewalks and (4) Safety of grade crossing degree of funding and resources devoted for pedestrian (5) Behavior motorists planning. The overall average public agency rating of LPU (6) Amenities availability campus is found to be 4.3 on a 30 point scale. (7) Disabled infrastructure (8) Obstructions and barriers (9) Safety to crime Filed Walkability survey was carried out in each of these zones. To normalize the LOS inputs, each LOS was multiplied The pedestrians will be asked to rate the factors of design on by the length of surveyed road and the pedestrian count a scale of 10 point of each attribute 1 being the lowest and (x10). The resulting number was divided by 10 for 10 being the highest in each of the selected areas. The simplicity. For each zone a separate road stretch was average of each of the parameters will then be converted considered such that the entire area is properly represented. into a rating system from 0(lowest) and 100(highest). Thus, The length of the road stretch was measured in kilometers. the summation of these surveys will give the GWI. Field The number of pedestrians walking in that stretch along one Walkability survey will be carried out in each zone. Now, the side of the road was recorded for an internal of 5 minutes. length of sidewalk will be multiplied with length of surveyed So using the pedestrian ratings, length of the road stretch road and pedestrian count (*10) for simplicity. The field and pedestrian count, the field survey rating was calculated survey rating shall be calculated with the help of GWI with the help of GWI implementation guidebook. The results implementation guide book. of field Walkability survey are given in table below

3. ANALYSIS, RESULT AND DISCUSSION Table 3.3: Field Walkability survey of LPU Campus ZONES ∑(EACH LOS* LPU campus is divided into 5 zones for the GWI method. LPU SURVEYED LENGTH OF campus is managed by Chief Architect (CA) and his team. A ROAD SURVEYED public agency survey was carried out in each zone. Responses STRETCH ROAD*10*PEDES were taken from CA in the prescribed Performa. TRIAN Based on their answers for each question, the public agency COUNT)/10 rating for each zone was calculated with the help of WALKING 3. 3.4 4. 4 4.6 53.01 weightage given in table 3. PATH MODAL 6 5 CONFLICT Table -3.1: Points assignment for public agency survey SECURITY 4. 4.2 3. 4 3.8 53.76 FROM CRIME 5 4 QUESTION POINTS ASSIGNMENT CROSSING 3. 4.1 3. 4. 3.8 52.92 1 1-5 scale; Non-Existent=1 SAFETY 5 5 7 2 One point for each box checked MOTORIST 3. 3.7 4. 3. 3.7 49.85 3 Divide percentage by 10 BEHAVIOR 8 1 5 4 Yes=5, No=1 AMENITIES(C 3 3.5 3. 3. 4.1 45.59 5 3 for each ‘usually’ to 1 for each ‘rarely’, OVER, 6 1 divided by 2. BENCHES, © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 2961

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PUBLIC (2) On the whole, the pedestrians have rated the TOILETS, facilities in LPU as satisfactory level (55.64 on a STREETLIGHT scale of 100). S) (3) Major areas of concern are no provision of traffic DISABILITY 3. 4 3. 3. 4.1 52 separators, absence of pedestrian friendly crossing INFRASTRUC 8 8 8 facility and ramps connecting to the carriageway TURE AND (disability design feature) and missing continuity of SIDEWALK walkways. These need to be given proper WIDTH consideration. MAINTENANC 3. 4.2 4. 4. 4.8 57.6 (4) Main users like students have found the pedestrian E AND 7 5 5 facilities lacking on many accounts and on the CLEANLINESS overall rate them near satisfactory level. The OBSTRUCTIO 3. 4.5 3. 2. 4.5 48.61 desired need to be given due considerations (based NS 2 5 8 on peak hour traffic). AVALIBILITY 3. 3.3 3. 3. 4 48.80 (5) Female pedestrians have same level of satisfaction OF 6 7 7 as that of male pedestrians, except for obstruction CROSSINGS free width of the walkway. PEDESTRIAN 1 16 1 1 11 (6) GWI method does not consider the design factors COUNT 7 1 8 like footpath height and availability of walkway on LENGTH OF 0. 0.1 0. 0. 0.2 appropriate side of carriageway. This method also SURVEYED, 2 8 2 2 5 gives equal weight age to both the parameters; KM availability of footpath and pedestrian perception ratings. This method will be more subjective and UNWEIGHTED AVERAGE= 51.34 qualitative if it considers pedestrians characteristics like gender, age, occupation and household income. The average field walk ability of LPU campus was found to (7) It is found that based on public agency survey there be 51.34. are rules being enforced in the campus related to safe and convenient movement of pedestrians but GWI= Average of public agency survey+ Average of field somehow prove to be deficient. Walkability survey These aspects need immediate attention. =4.3+51.34 (8) The average GWI of campus implies that proper and =55.64 sustainable steps should be taken to improve the Therefore, GWI of LPU campus comes out to be 55.64(on a design structure hence significantly improving the 100point scale). Therefore, 50-70 holds for some walkable road-user facilities like walkover bridges, increasing locations, some stores and amenities are within walking the width of sidewalks (wherever applicable and distance but many every day trips still requires a bike, car or possible), provide maximum parking spaces and public transport. reducing the black spots.

Walkability of the LPU campus was evaluated based on GWI Last but not the least, in previous years studies have shown method. The method was developed by World Bank. Apart that its quite relevant to include social interactions or the from pedestrian perception regarding use of a facility, it also neighbourhood effects also known as the social network gives emphasis to pedestrian count in a stretch, pedestrian effects in the transportation modeling. These models facility design & values and regulations under enforcement. included in studies of Brock and Durlauf (2001, 2002). Some It is affected more by the length of the stretch and the of the latest articles in transportation modeling tend to move number of pedestrians walking on a facility on one side, the explicit towards each other creating a spatially score increases proportionally with the increase in these autoregressive structure of social network effects (Dugundi attributes. and Walker 2005). It’s not at all surprising that spatial econometrics is an emerging modeling method across social 3. CONCLUSIONS science disciplines. According to the urban planning theory, pedestrianism is a more realistic theory founded by Michael According to the calculated results the expected outcomes E. Arth in 1990, an American designer, futurist, and an can be drawn: author, The problems associated with urbanism are covered by pedestrianism and gives an attempt to solve various ill (1) The attributes considered to evaluate Walkability of effects such as health, energy, aesthetics and environmental an area should also include design attribute height problems with special focus on reducing the role of of a walkway with respect to direction of movement automobiles. A pedestrian village is defined as a on the carriageway. neighbourhood or town utilizing pedestrianism. These range

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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 from being car free to having automobiles access behind Arunava Poddar, School of Civil Engineering, LPU for him nearly every house but pedestrian lanes are always in front. guidance, encouragement and monitoring throughout the Walkability can also be defined as a way of extent to which study. built in environment can be friendly to use for the people such as for living, shopping, visiting, rejuvenation purposes I am highly indebted to the School of Civil Engineering and in an area. There’s also another way of assessing and the administration of LPU for constant supervision as well as evaluating Walkability via undertaking . PERS providing necessary information regarding the project. (pedestrian environment review system) is being used extensively in UK. Basically walk score is derived Last but not the least, thankful to Almighty and my parents algorithmically based on its distance to other amenities for their blessings. within 5 minutes of walking distance is awarded maximum points while a decay function is assigned to amenities up to REFERENCES 30 minutes walking distance, scores are then normalized on a scale of 0 to 100. Three customizable set of walking indices 1. Bradshaw C. 1993,” Creating and use of rating sum up with an algorithm which considers numerous factors system for neighbourhood walk abilities towards an not really considered in other rating solutions such as street agenda”, 14th International Pedestrian Conference. type, intersection complexity, PQI accessibility, population 2. Cervero R and Kockleman,” Travel Demand and the density, freeways and bodies of water. A web application 3D’s”. that combines open data and crowd sourcing together to rate 3. CLC Lecture series by Sanjeev Sanyal on Global and review the accessibility of each street is termed as Walkability index. walkonomics. The factors which comprise to influence (Source: https://www.youtube.com/watch?v=lxXD4BtP7Tg) Walkability are quality of footpaths, pedestrian right of way, 4. http://link.springer.com/chapter/10.1007/978-3- traffic and road conditions, land usage patterns and building 540-69417-5_7 accessibility along with safety. 5. https://en.wikipedia.org/wiki/walkability#mappin g_walkability Hence, it can be concluded that Walkability is an essential 6. http://www.walkable.org and influential factor in sustainable urban design. 7. http://www.lpu.in/about_lpu/lpu_at_a_glance.php 8. “Krambeck Holy V and Jitendra Shah (2006)”, The FIG.1 SITE PLAN OF LPU Global Walkability index”. 9. Litman T.A. (2011),” Economic value of Walkability”. 10. Understanding physical activity environmental correlates: increased specificity for ecological models by B Giles-Corti, A Timperio, F Bull-Exercise and sport-2005 journals. 11. Walkability in Indian Cities (2011), Clean Air Initiatives for Asian Cities.

ACKNOWLEDGEMENT

The success and final outcome of this paper required a lot of guidance and assistance from many people and am extremely fortunate to have got all this all along the completion of the case study. I would like to express my profound gratitude and deep regard to my mentor Asst. Prof.

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