simchi-ch03-network planning
TRANSCRIPT
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Chapter 3
Network Planning
3.1 Why Network Planning?
Find the right balance between inventory,,
Match supply and demand under uncertainty by
positioning and managing inventory effectively, Utilize resources effectively by sourcing products
from the most appropriate manufacturing facility
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Three Hierarchical Steps Network design
Number, locations and size of manufacturing plants andwarehouses
Assignment of retail outlets to warehouses Major sourcing decisions Typical planning horizon is a few years.
Inventory positioning: Identifying stocking points Selecting facilities that will produce to stock and thus keep
inventory Facilities that will produce to order and hence keep no inventory
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Resource allocation: Determine whether production and packaging of different
products is done at the right facility What should be the plants sourcing strategies? How much capacity each plant should have to meet seasonal
demand?
3.2 Network Design
Physical configuration and infrastructure of the.
A strategic decision with long-lasting effects on
the firm. Decisions relating to plant and warehouse
location as well as distribution and sourcing
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Reevaluation of Infrastructure
Changes in:
demand patterns
pro uct m x
production processes
sourcing strategies
cost of running facilities.
Mergers and acquisitions may mandate the
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Key Strategic Decisions
Determining the appropriate number of facilities.
Determining the location of each facility.
Determining the size of each facility.
Allocating space for products in each facility.
Determining sourcing requirements.
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, . .,allocation of customers to warehouse
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Objective and Trade-Offs Objective: Design or reconfigure the logistics network in
order to minimize annual system-wide cost subject to avar e y o serv ce eve requ remen s
Increasing the number of warehouses typically yields: An improvement in service level due to the reduction in average
travel time to the customers An increase in inventory costs due to increased safety stocks
required to protect each warehouse against uncertainties incustomer demands.
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An increase in overhead and setup costs A reduction in outbound transportation costs: transportation
costs from the warehouses to the customers An increase in inbound transportation costs: transportation costs
from the suppliers and/or manufacturers to the warehouses.
Data Collection
Locations of customers, retailers, existing warehousesand distribution centers, manufacturing facilities, andsupp ers.
All products, including volumes, and special transportmodes (e.g., refrigerated).
Annual demand for each product by customer location. Transportation rates by mode. Warehousing costs, including labor, inventory carrying
charges, and fixed operating costs.
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Shipment sizes and frequencies for customer delivery. Order processing costs. Customer service requirements and goals. Production and sourcing costs and capacities
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General Rules for Aggregation
Aggregate demand points into at least 200zones
o s or cases w ere cus omers are c ass e n oclasses according to their service levels or frequencyof delivery
Make sure each zone has approximately anequal amount of total demand
Zones ma be of different eo ra hic sizes.
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Place aggregated points at the center of thezone
Aggregate products into 20 to 50 product groups
Customer AggregationBased on 3-Digit Zip Codes
, ,
Total Customers: 18,000
, ,
Total Customers: 800
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Cost Difference < 0.05%
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Product Aggregation
Total Cost:$104,564,000 Total Cost:$104,599,000
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Cost Dif ference: 0.03%
Transportation Rates
Rates are almost linear with distance but not
Differences between internal rate (owned truck)
and external rate (rented truck)
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Internal Transportation Rate For company-owned trucks
a a equ re :
Annual costs per truck
Annual mileage per truck
Annual amount delivered
Trucks effective capacity
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a cu a e cos per m e per .
External Transportation Rate forTwo Modes of Transportation
Truckload, TL- .
except for: Big states, such as Florida or New York (two zones)
Zone-to-zone costs provides cost per mile pertruckload between any two zones.
=
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Illinois-Massachusetts cost per mile X Chicago-Boston distance
TL cost structure is not symmetric
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Less-Than-Truck load, LTL Class rates
standard rates for almost all products or commodities shipped.
External Transportation Rate for
Two Modes of Transportation
Classification tariff system that gives each shipment a rating or aclass.
Factors involved in determining a products specific class include: product density, ease or difficulty of handling and transporting, and liabil ity
for damage.
After establishing rating, identify rate basis number. Approximate distance between the loads origin and destination.
With the two, determine the specific rate per hundred pounds
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, . .,rate table).
Exception rates provides less expensive rates Commodity rates are specialized commodity-specific
rates
Ex) SMC3s CzarLite
Engine to find transportation rates in fragmented
Nationwide LTL zip code-based rate system.
Offers a market-based price list derived fromstudies of LTL pricing on a regional,interregional, and national basis.
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a r pr c ng sys em
Often used as a base for negotiating LTLcontracts between shippers, carriers, and third-party logistics providers
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Transportation Rate for Shipping4,000 lbs.
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FIGURE 3-7: Transportation rates fo r shipping 4,000 lb
Mileage Estimation
Estimate lona and lata, the longitude and latitude
Distance between a and b
For short distances2 2
)69 ( ( )a b a b a blo nD lo n la t la t
3-20
1 2 2) ))) ))2(69) sin (sin( cos( cos( (sin(
2 2
a b a b
ab a X b X
lat lat lon lonD lat lat
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Circuity Factor,
Equations underestimate the actual road.
Multiply Dab by .
Typical values:
= 1.3 in metropolitan areas
= 1.14 for the continental United States
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Chicago-Boston Distance
lonChicago = -87.65 latChica o = 41.85 lonBoston = -71.06 lonBoston = 42.36
DChicago, Boston = 855 miles Multiply by circuity factor = 1.14 Estimated road distance = 974 miles Actual road distance = 965 miles
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GIS systems provide more accuracy Slows down systems Above approximation good enough!
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Warehouse Costs
Handling costs Labor and utility costs
.
Fixed costs All cost components not proportional to the amount of
flow
Typically proportional to warehouse size (capacity)but in a nonlinear way.
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Inventory holding costs
Proportional to average positive inventory levels.
Determining Fixed Costs
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FIGURE 3-8: Warehouse fixed cos ts as a func tion of thewarehouse capacity
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Determining Storage Costs Multiply inventory turnover by holding cost
nven ory urnover =
Annual Sales / Average Inventory Level
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Warehouse Capacity
Estimation of actual space required
Avera e inventor level =
Annual flow through warehouse/Inventory turnover ratio
Space requirement for item = 2*Average Inventory Level
Multiply by factor to account for access and handling
aisles,
picking, sorting and processing facilities
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AGVs
Typical factor value = 3
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Service Level Requirements Specify a maximum distance between each
Proportion of customers whose distance to theirassigned warehouse is no more than a givendistance
95% of customers be situated within 200 miles of the
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Appropriate for rural or isolated areas
Future Demand
Strategic decisions have to be valid for 3-5 years
ons er scenar o approac an ne presenvalues to factor in expected future demand over
planning horizon
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$80
$90
Number of Warehouses
OptimalNumber
of Warehouses
$20
$30
$40
$50
$60
$70
Cost(millions$)
Total Cost
Transportation Cost
Fixed Cost
Inventory Cost
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$-
$10
0 2 4 6 8 10
Number of Warehouses
Industry Benchmarks:Number of Distribution Centers
Avg.# ofWH 3 14 25
Pharmaceuticals Food Companies Chemicals
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- High margin product- Service not important (oreasy to ship express)- Inventory expensiverelative to transportation
- Low margin product- Service very important- Outbound transportationexpensive relative to inbound
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Model Validation
Reconstruct the existing network configuration using themodel and collected data
Compare the output of the model to existing data
Often the best way to identify errors in the data, problematicassumptions, modeling flaws.
Make local or small changes in the network configurationto see how the system estimates impact on costs andservice levels. Positing a variety of what-if questions.
Answer the following questions:
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Does the model make sense? Are the data consistent? Can the model results be fully explained? Did you perform sensitivity analysis?
Solution Techniques
Mathematical optimization techniques:
1. Exact algorithms: find optimal solutions
2. Heuristics: find good solutions, notnecessarily optimal
Simulation models: rovide a mechanism to
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evaluate specified design alternatives created bythe designer.
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Example Single product
Plant p2 has an annual capacity of 60,000 units.
The two plants have the same production costs.
There are two warehouses w1 and w2 withidentical warehouse handling costs.
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There are three markets areas c1,c2 and c3 withdemands of 50,000, 100,000 and 50,000,respectively.
Unit Distribution Costs
Facility p1 p2 c1 c2 c3warehouse
w1 0 4 3 4 5
w2 5 2 2 1 2
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Heuristic #1:
Choose the Cheapest Warehouse to SourceDemand
D1 = 50,000
D2 = 100,000$5 x 140,000
$2 x 60,000
$2 x 50,000
$1 x 100,000
W1P1
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D3 = 50,000ap = ,
$2 x 50,000
Total Costs = $1,120,000
P2W2
Heuristic #2:Choose the warehouse where the total deliverycosts to and from the warehouse are the lowest
[Consider inbound and outbound distribution costs]
D = 50,000
D = 100,000$4
$5
$2
$3
$4$5
$2
$1
$0
P1 to WH1 $3P1 to WH2 $7
P2 to WH1 $7P2 to WH 2 $4
P1 to WH1 $4P1 to WH2 $6P2 to WH1 $8P2 to WH 2 $3
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D = 50,000
ap = ,$2
P1 to WH1 $5P1 to WH2 $7P2 to WH1 $9P2 to WH 2 $4
Market #1 is served by WH1, Markets 2 and 3are served by WH2
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Heuristic #2:Choose the warehouse where the total delivery
costs to and from the warehouse are the lowest[Consider inbound and outbound distribution
costs]
D = 50,000
D = 100,000
Cap = 200,000
$5 x 90,000
$2 x 60,000
$3 x 50,000
$1 x 100,000
$0 x 50,000
P1 to WH1 $3P1 to WH2 $7P2 to WH1 $7P2 to WH 2 $4
P1 to WH1 $4P1 to WH2 $6P2 to WH1 $8P2 to WH 2 $3
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D = 50,000ap = , $2 x 50,000
P1 to WH1 $5P1 to WH2 $7P2 to WH1 $9P2 to WH 2 $4
Total Cost = $920,000
The Optimization Model
The problem described earlier can be framed as thefollowin linear ro rammin roblem.
Let
x(p1,w1), x(p1,w2), x(p2,w1) and x(p2,w2) be the flows
from the plants to the warehouses. x(w1,c1), x(w1,c2), x(w1,c3) be the flows from the
warehouse w1 to customer zones c1, c2 and c3.
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x(w2,c1), x(w2,c2), x(w2,c3) be the flows fromwarehouse w2 to customer zones c1, c2 and c3
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The problem we want to solve is:min 0x(p1,w1) + 5x(p1,w2) + 4x(p2,w1)
+ 2x 2 w2 + 3x w1 c1 + 4x w1 c2
The Optimization Model
+ 5x(w1,c3) + 2x(w2,c1) + 2x(w2,c3)
subject to the following constraints:x(p2,w1) + x(p2,w2) 60000
x(p1,w1) + x(p2,w1) = x(w1,c1) + x(w1,c2) + x(w1,c3)
x(p1,w2) + x(p2,w2) = x(w2,c1) + x(w2,c2) + x(w2,c3)
x(w1,c1) + x(w2,c1) = 50000
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x(w1,c2) + x(w2,c2) = 100000x(w1,c3) + x(w2,c3) = 50000
all flows greater than or equal to zero.
Optimal Solution
Facility
warehouse
p1 p2 c1 c2 c3
w1 140,000 0 50,000 40,000 50,000
w2 0 60,000 0 60,000 0
Total cos t for the optimal strategy is $740,000
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Simulation Models
Useful for a given design and a micro-levelanalysis. Examine:
n v ua or er ng pa ern.
Specific inventory policies.
Inventory movements inside the warehouse.
Not an optimization model
Can only consider very few alternate models
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Which One to Use?
Use mathematical optimization for static analysis
Use a 2-step approach when dynamics insys em as o e ana yze :1) Use an optimization model to generate a number of
least-cost solutions at the macro level, taking intoaccount the most important cost components.
2) Use a simulation model to evaluate the solutionsgenerated in the first phase.
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Single Product, Single FacilityPeriodic Review Inventory Model
Assume -
until the facility receives a shipment (IncomingService Time)
S: Committed Service Time made by the facility to itsown customers.
T: Processing Time at the facility.
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Net Lead Time = SI + T - S
Safety stock at the facility:
STSI
STSIzh
2-Stage System
Reducin committed service time from facilit 2to facility 1 impacts required inventory at bothfacilities
Inventory at facility 1 is reduced
Inventory at facility 2 is increased
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the committed service time at each facility
the location and amount of inventory
minimize total or system wide safety stock cost.
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Consider a two-tier supply chain
3.3.2 Integrating Inventory Positioning
and Network Design
warehouses
From there, they are shipped to secondarywarehouses and finally to retail outlets
How to optimally position inventory in the supplychain?
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and secondary warehouses?, OR
Some SKU be positioned only at the primary whileothers only at the secondary?
Integrating Inventory Positioning andNetwork Design
EX 3-4 (P103)
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FIGURE 3-18: Sample plot of each SKU by volume and demand
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Three Different Product Categories High variability - low volume products
ow var a y - g vo ume pro uc s, an
Low variability - low volume products.
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Supply Chain Strategy Different forthe Different Categories
High variability low volume products Inventory risk is the main challenge for this products Position them mainly at the primary warehouses demand from many retail outlets can be aggregated
reducing inventory costs.
Low variability high volume products Position close to the retail outlets at the secondary
warehouses
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customers reducing transportation costs.
Low variability low volume products Require more analysis since other characteristics are
important, such as profit margins, etc.
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3.4 Resource Allocation
Supply chain master planningThe process of coordinating and allocatingproduction, and distribution strategies andresources o max m ze pro or m n m zesystem-wide cost
Process takes into account: interaction between the various levels of the supply
chain
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performance
Global Optimization and DSSFACTORS TO CONSIDER
Facility locations: plants, distribution centers anddemand points
Transportation resources including internal fleet andcommon carriers
Products and product information Production line information such as min lot size, capacity,
costs, etc.
Warehouse capacities and other information such as
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certain technology (refrigerators) that a specificwarehouse has and hence can store certain products
Demand forecast by location, product and time.
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Focus of the Output
Sourcing Strategies:
where should each product be produced during the,
Supply Chain Master Plan:
production quantities, shipment size and storagerequirements by product, location and time period.
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The Extended Supply Chain: FromManufacturing to Order Fulfillment
FIGURE 3-19: The extended supply chain: from manufacturing to o rder fulfillment
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Questions to Ask During the
Planning Process Will leased warehouse space alleviate capacity problems? When and where should the inventory for seasonal or
promotional demand be built and stored? Can capacity problems be alleviated by re-arranging
warehouse territories? What impact do changes in the forecast have on the supply
chain? What will be the impact of running overtime at the plants or
out-sourcing production? What plant should replenish each warehouse?
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.long lead times and therefore requires high inventory levels.On the other hand, using air carriers reduces lead times andhence inventory levels but significantly increasestransportation cost.
Should we rebalance inventory between warehouses orreplenish from the plants to meet unexpected regionalchanges in demand?
SUMMARYNetwork Planning Characteristics
Network Design Inventory Positioning
and Management
Resource Allocation
Decision focus Infrastructure Safety stock Production Distribution
Planning Horizon Years Months Months
Aggregation Level Family Item Classes
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Frequency Yearly Monthly/Weekly Monthly/Weekly
ROI High Medium Medium
Implementation Very Short Short Short
Users Very Few Few Few
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HW #3 (all) Answer and solve problems in page 108-109:
~
Present CASE studies:
- ElecComp (in page 97~102) (2 people)
- H. C. Starck, Inc. (in page 109~121) (2 people)
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ElecComp Case
Large contract manufacturer of circuit boards and otherhigh tech parts.
About 27,000 high value products with short life cycles
Fierce competition => Low customer promise times
< Manufacturing Lead Times High inventory of SKUs based on long-term forecasts =>
Classic PUSH STRATEGY High shortages
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Huge risk
PULL STRATEGY not feasible because of long leadtimes
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New Supply Chain Strategy OBJECTIVES:
Reduce inventory and financial risks Provide customers with competitive response times.
ACHIEVE THE FOLLOWING: e erm n ng e op ma oca on o nven ory across e var ous
stages Calculating the optimal quantity of safety stock for each component at
each stage
Hybrid strategy of Push and Pull Push Stages produce to stock where the company keeps safety stock Pull stages keep no stock at all.
Challenge: Identif the location where the strate switched from Push-based to
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Pull-based Identify the Push-Pull boundary
Benefits: For same lead times, safety stock reduced by 40 to 60% Company could cut lead times to customers by 50% and still reduce
safety stocks by 30%
Notations Used
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FIGURE 3-11: How to read the diagrams
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Trade-Offs If Montgomery facility reduces committed lead time to 13
days assembly facility does not need any inventory of finished goods
An customer order will tri er an order for arts 2 and 3. . Part 2 will be available immediately, since it is held in inventory
Part 3 will be available in 15 days 13 days committed response time by the manufacturing facility
2 days transportation lead time.
Another 15 days to process the order at the assembly facility
Order is delivered within the committed service time.
Assembly facility produces to order, i.e., a Pull based
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strategy Montgomery facility keeps inventory and hence is
managed with a Push or Make-to-Stock strategy.
Current Safety Stock Location
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FIGURE 3-12: Current safety stock location
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Optimized Safety Stock Location
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FIGURE 3-13: Optimized safety stock
Current Safety Stock with LesserLead Time
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FIGURE 3-14: Optimized safety stock w ith reduced lead time
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Supply Chain with
More Complex Product Structure
3-69FIGURE 3-15: Current supply chain
Optimized Supply Chain withMore Complex Product Structure
3-70FIGURE 3-16: Optimized supply chain
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Key Points
Identifying the Push-Pull boundary
Taking advantage of the risk pooling concept
Demand for components used by a number offinished products has smaller variability anduncertainty than that of the finished goods.
Replacing traditional supply chain strategiesthat are typically referred to as sequential, or
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,
supply chain strategy.
Local vs. Global Optimization
3-72FIGURE 3-17: Trade-off between quoted lead time and safety stock
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Global Optimization For the same lead time, cost is reduced
For the same cost, lead time is reducedsignificantly
Trade-off curve has jumps in various places
Represents situations in which the location of the
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- Significant cost savings are achieved.
Problems with Local Optimization
Prevalent strategy for many companies:
hold some inventory at every location
hold as much raw material as possible. This typically yields leads to:
Low inventory turns
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products, and
The need to expedite shipments, with resultingincreased transportation costs