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OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin [email protected]
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OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin [email protected].

Jan 15, 2016

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Page 1: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

OPSM 305 Supply Chain Management

Class 3:

Logistics Network Design

Koç University

Zeynep [email protected]

Page 2: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

The Role of Distributionin the Supply Chain

Distribution: the steps taken to move and store a product from the supplier stage to the customer stage in a supply chain

Distribution directly affects cost and the customer experience and therefore drives profitability

Choice of distribution network can achieve supply chain objectives from low cost to high responsiveness

Page 3: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

The Logistics Network

The Logistics Network consists of:

Facilities:Vendors, Manufacturing Centers, Warehouse/ Distribution Centers, and Customers

Raw materials and finished products that flow between the facilities.

Page 4: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Decision Classifications

Strategic Planning: Decisions that typically involve major capital investments and have a long term effect

1. Determination of the number, location and size of new plants, distribution centers and warehouses

2. Acquisition of new production equipment and the design of working centers within each plant

3. Design of transportation facilities, communications equipment, data processing means, etc.

Page 5: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Decision Classifications

Tactical Planning: Effective allocation of manufacturing and distribution resources over a period of several months

1. Work-force size

2. Inventory policies

3. Definition of the distribution channels

4. Selection of transportation and trans-shipment alternatives

Page 6: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Decision Classifications

Operational Control: Includes day-to-day operational decisions

1. The assignment of customer orders to individual machines

2. Dispatching, expediting and processing orders

3. Vehicle scheduling

Page 7: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

ExampleSeven Eleven Japan - Number of Stores

0

1000

2000

3000

4000

5000

6000

85 86 87 88 89 90 91 92 93 94

Number of Stores

1999: 8,027

Page 8: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Seven Eleven Japan - Net Sales

0

200

400

600

800

1000

1200

1400

85 86 87 88 89 90 91 92 93 94

Net Sales

Page 9: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Seven Eleven - Pre tax Profit

0102030405060708090

100

85 86 87 88 89 90 91 92 93 94

Profit

Page 10: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Seven Eleven - Inventory (days)

0

2

4

6

8

10

12

14

85 86 87 88 89 90 91 92 93 94

Inventory

Page 11: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Japanese Images of Seven Eleven

Convenient Cheerful and lively stores Many ready made dinner items I buy Famous for its great boxed lunch and dinner On weekends, when I was single, I went to buy

lunch and dinner

Page 12: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Store Description

Average size = 100 sq. m. = 1,000 sq. ft. (about 1/3 of typical US store)

Average sales = 700,000 Yen (about twice average US store)

SKU’s offered in store: Over 3,000 (change by time of day, day of week, season)

Virtually no storage space

Page 13: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Supply chain Objective

Micro matching of supply and demand (by location, time of day, day of week, season)

Page 14: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Facilities Strategy

Have many outlets, at convenient locations, close to where customers can walk

When they locate in a place they blanket the area with stores; stores open in clusters with corresponding DC’s

844 stores in the Tokyo region; Seven Eleven has 5,523 stores in 21 prefectures

Page 15: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Distribution Strategy

Delivery arrives from over 200 plants Delivery is cross docked at DC (over 80 DCs for

food) Food DCs store no inventory Combined delivery system: frozen foods, chilled

foods, room temperature and hot foods 11 truck visits per store per day (compared to 70

in 1974) No supplier delivers direct

Page 16: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Network Design: Key Issues

Pick the optimal number, location, and size of warehouses and/or plants

Determine optimal sourcing strategy– Which plant/vendor should produce which product

Determine best distribution channels– Which warehouses should service which customers

Page 17: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Factors InfluencingDistribution Network Design

Elements of customer service influenced by network structure:– Response time– Product variety– Product availability– Customer experience– Order visibility– Returnability

Supply chain costs affected by network structure:– Inventories– Transportation– Facilities and handling– Information

Page 18: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Network Design: Key Issues

The objective is to balance service level against

Production/ purchasing costs

Inventory carrying costs

Facility costs (handling and fixed costs)

Transportation costs

That is, we would like to find a minimal-annual-cost configuration of the distribution network that satisfies product demands at specified customer service levels.

Page 19: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Mapping Allows You to Visualize Your Supply Chain

Page 20: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Mapping Allows You to Visualize Your Supply Chain

Page 21: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Displaying the Solutions Allows you To Compare Scenarios

Page 22: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Data for Network Design

1. A listing of all products

2. Location of customers, stocking points and sources

3. Demand for each product by customer location

4. Transportation rates

5. Warehousing costs

6. Shipment sizes by product

7. Order patterns by frequency, size, season, content

8. Order processing costs

9. Customer service goals

Page 23: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Aggregating Customers

Customers located in close proximity are aggregated using a grid network or clustering techniques. All customers within a single cell or a single cluster are replaced by a single customer located at the centroid of the cell or cluster.

We refer to a cell or a cluster as a customer zone.

Page 24: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Impact of Aggregating Customers

The customer zone balances

1. Loss of accuracy due to over aggregation

2. Needless complexity

What effects the efficiency of the aggregation?

1. The number of aggregated points, that is the

number of different zones

2. The distribution of customers in each zone.

Page 25: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Why Aggregate?

The cost of obtaining and processing data

The form in which data is available

The size of the resulting location model

The accuracy of forecast demand

Page 26: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Recommended Approach

Use at least 300 aggregated points

Make sure each zone has an equal amount of total

demand

Place the aggregated point at the center of the zone

In this case, the error is typically no more than 1%

Page 27: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Testing Customer Aggregation

1 Plant; 1 Product Considering transportation costs only Customer data

– Original Data had 18,000 5-digit zip code ship-to locations

– Aggregated Data had 800 3-digit ship-to locations

– Total demand was the same in both cases

Page 28: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Comparing Output

Total Cost:$5,796,000Total Customers: 18,000

Total Cost:$5,793,000Total Customers: 800

Cost Difference < 0.05%

Page 29: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Product Grouping

Companies may have hundreds to thousands of individual items in their production line

1. Variations in product models and style

2. Same products are packaged in many sizes

Collecting all data and analyzing it is impractical for so many product groups

Page 30: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

A Strategy for Product Aggregation

Place all SKU’s into a source-group– A source group is a group of SKU’s all sourced from

the same place(s)

Within each of the source-groups, aggregate the SKU’s by similar logistics characteristics– Weight– Volume– Holding Cost

Page 31: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Within Each Source Group, Aggregate Products by Similar Characteristics

0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

0.000 0.010 0.020 0.030 0.040 0.050 0.060 0.070 0.080 0.090 0.100

Volume (pallets per case)

We

igh

t (l

bs

pe

r c

as

e)

Rectangles illustrate how to cluster SKU’s.

Page 32: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Test Case for Product Aggregation

5 Plants 25 Potential Warehouse Locations Distance-based Service Constraints Inventory Holding Costs Fixed Warehouse Costs Product Aggregation

– 46 Original products– 4 Aggregated products– Aggregated products were created using weighted

averages

Page 33: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Sample Aggregation Test:Product Aggregation

Total Cost:$104,564,000Total Products: 46

Total Cost:$104,599,000Total Products: 4

Cost Difference: 0.03%

Page 34: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Transport Rate Estimation

Huge number of rates representing all combinations of product flow

An important characteristic of a class of rates for truck, rail, UPS and other trucking companies is that the rates are quite linear with the distance.

Page 35: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Transport Rate Estimation

Page 36: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

UPS 2 Day Rates for 150 lb.

Page 37: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Industry Benchmarks:Transportation Costs

Transportation Rates– Truck Load: $0.10 per ton-mile– LTL: $0.31 per ton-mile– Small Package: 3X LTL rates- more for

express– Rail: 50-80% of TL rates

Page 38: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

LTL Freight Rates

Each shipment is given a class ranging from 500 to 50

The higher the class the greater the relative charge for transporting the commodity.

A number of factors are involved in determining a product’s specific class. These include

1. Density

2. Ease or difficulty of handling

3. Liability for damage

Page 39: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Other Issues

Mileage Estimation

1. Street Network

2. Straight line distances

– This is of course an underestimate of the road distance. To

estimate the road distance we multiply the straight line distance by a

scale factor, . Typically =1.3.

Page 40: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

Other Issues

Future demand

Facility costs

1. Fixed costs; not proportional to the amount of material the flows through the warehouse

2. Handling costs; labor costs, utility costs

3. Storage costs; proportional to the inventory level

Facilities capacities

Page 41: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

$-

$10

$20

$30

$40

$50

$60

$70

$80

$90

0 2 4 6 8 10

Number of Warehouses

Co

st (

mil

lio

ns

$)

Total Cost

Transportation Cost

Fixed Cost

Inventory Cost

Minimize the cost of your logistics network without compromising service levels

Optimal Number

of Warehouses

Page 42: OPSM 305 Supply Chain Management Class 3: Logistics Network Design Koç University Zeynep Aksin zaksin@ku.edu.tr.

The Impact of Increasing the Number of Warehouses

Improve service level due to reduction of average service time to customers

Increase inventory costs due to a larger safety stock

Increase overhead and set-up costs

Reduce transportation costs in a certain range

– Reduce outbound transportation costs

– Increase inbound transportation costs