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Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest...

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Page 1: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Network Design For Mid-day Meal Program

Priyanka Singh | Afsaruzzaman Noor

Capstone Project Adviser: Tim Russell

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Page 2: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Overview of Akshaya Patra

The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over 1.7 Million Children in 14,173 Schools Across 12 States in India.

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Page 3: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Akshaya Patra Video

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Page 4: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Problem Statement

What would be the optimal centralized kitchens network design for Akshaya Patra to serve all the public schools of UP?

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Page 5: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Geographic Scope

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Page 6: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Why the project is significant

Number of children served in UP state = 0.21MMinimum cost to open one centralized kitchen is 10M INR.Capacity of centralized kitchen is 250,000 meals

02468

10

2008 2016 2020

NO

. OF

CHIL

DREN

(IN

M

ILLI

ON

S)

9.4M*8.4M

6.7M

Growing demand of mid-day meal

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Page 7: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Current Supply chain process

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Page 8: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

KitchensCentralized kitchens Decentralized kitchens

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Page 9: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Literature Review

• Perishability challenge• Harvard case study• Optimization • Food delivery• Cross docking

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Page 10: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cross docking

Cross docking Point (loading/unloading zone)

Food delivery to blocks and thenschools in mid-size truck withcapacity 900 kg

Block

Block

Block

Block

Block

Delivery in large truck with capacity 9000 kg

Centralized Kitchen

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Page 11: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Methodology

Locate potential sites of centralized

kitchens

Interview with Akshaya Patra

and collect data

Analyze current supply

chain

Formulate model

utilizing MILP

Test various scenarios

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Page 12: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Problem Formulation- Candidate locations for kitchens and cross docking facilities

66 cities within Uttar Pradesh- Customers

1076 blocks (157 schools on average with 50 kids in each school)- Data

66 by 1076 matrix each for distance and time (each city to each block)

Goal:MINIMIZE Kitchen set up cost + Delivery cost Subject to Constraints- Demand, Supply, Time, Co-location, Flow conservation

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Page 13: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Methodology….Various Scenarios For Network design

1. Network design without capacity constraint2. Network design with capacity constraint3. Network design with insulated containers4. Network design considering currently opened kitchens5. Network design with cross docking and capacity constraint6. Network design with cross docking and insulated containers

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Page 14: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for one year (all scenarios)Scenarios Network Designs

Fixed cost (up front)-a (INR)

Transportation cost (1 day)-b (INR)

One year total cost-a + b*225 (INR)

Scenario 1Without capacity

constraint100,000,000 6,296,264 1,516,659,400

Scenario 2 With capacity constraint 370,000,000 3,280,810 1,108,182,250

Scenario 3 With insulated containers 360,000,000 4,590,560 1,392,876,000

Scenario 4Considering currently

opened kitchens370,000,000 3,297,892 1,112,025,700

Scenario 5With Cross docking and

capacity constraint380,000,000 2,969,716 1,048,186,100

Scenario 6With Cross docking and

insulated containers370,000,000 2,763,304 991,743,400

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Page 15: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for one year (Graph)

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Page 16: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for one year (all scenarios)Scenarios Network Designs

Fixed cost (up front)-a (INR)

Transportation cost (1 day)-b (INR)

One year total cost-a + b*225 (INR)

Scenario 1Without capacity

constraint100,000,000 6,296,264 1,516,659,400

Scenario 2 With capacity constraint 370,000,000 3,280,810 1,108,182,250

Scenario 3 With insulated containers 360,000,000 4,590,560 1,392,876,000

Scenario 4Considering currently

opened kitchens370,000,000 3,297,892 1,112,025,700

Scenario 5With Cross docking and

capacity constraint380,000,000 2,969,716 1,048,186,100

Scenario 6With Cross docking and

insulated containers370,000,000 2,763,304 991,743,400

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Page 17: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for five years (Model considers upfront cost and 1 day delivery cost)

Scenarios Network DesignsFixed cost (up front)-a (INR)

Transportation cost (1 day)-b (INR)

Five year total cost-a+b*225*5 (INR)

Scenario 2With capacity

constraint370,000,000 3,280,810 4,060,911,250

Scenario 3With insulated

containers360,000,000 4,590,560 5,524,380,000

Scenario 5With Cross docking

and capacity constraint

380,000,000 2,969,716 3,720,930,500

Scenario 6With Cross docking

and insulated containers

370,000,000 2,763,304 3,478,717,000

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Page 18: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for five years (Model considers upfront cost and 1 day delivery cost)

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Page 19: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for five years (Model considers upfront cost divided by 5 and 1 year delivery cost)

Scenarios Network DesignsFixed cost for 1st year (up

front by five)-a (INR)

Transportation cost (1 year)-b (INR)

Five year total cost- a+b*5 (INR)

Scenario 2With capacity

constraint 590,000,000 619,006,050 3,685,030,250

Scenario 3With insulated

containers 590,000,000 618,988,500 3,684,942,500

Scenario 5With Cross docking

and capacity constraint

420,000,000 632,166,602 3,580,833,010

Scenario 6With Cross docking

and insulated containers

420,000,000 604,595,507 3,442,977,535

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Page 20: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Cost analysis for five years (Model considers upfront cost divided by 5 and 1 year delivery cost)

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Page 21: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Five years’ cost comparison

Network designs scenarios

Five year cost analysis (in INR)

5 years Total cost (Model considers upfront cost and 1 day delivery cost)

No. of Kitchens opened

5 years Total cost (Model considers

upfront cost divided by 5 and 1 year delivery cost)

No. of Kitchens opened

With capacity constraint 4,060,911,250 37 3,685,030,250 59

With insulated containers 5,524,380,000 36 3,684,942,500 59With Cross docking and

capacity constraint 3,720,930,500 38 3,580,833,010 42

With Cross docking and insulated containers 3,478,717,000 37 3,442,977,535 42

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Page 22: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Five years’ cost comparison

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Page 23: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Limitations - Truck Size- Truck Utilization (36% are under utilized)- Decentralized kitchen- Cross docking cost- Cost of insulated containers - Cost of inbound transportation- Cost of setting up kitchens in different locations

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Page 24: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

Conclusion

From our analysis, we found that investing in - insulated containers (increasing the food serving time limit from four to six hours) along with - consolidated deliveries within cities provides the most attractive solution (Scenario 6)*

* Remember the model considers upfront fixed cost and 1 day of delivery cost

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Page 25: Network Design For Mid-day Meal Program - MIT CTL · Overview of AkshayaPatra The World's Largest NGO-Run Mid-Day Meal Program Serving Wholesome School Lunch to Over1.7 Million Childrenin14,173

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