Big data supply chain
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EME 6753: Engineering Supply Chain Management
CHAPTER 15: LOGISTICS,
DISTRIBUTION, AND
TRANSPORTATION
LO15-1: Explain what logistics is.
LO15-2: Contrast logistics and warehouse design alternatives.
LO15-3: Analyze logistics-driven location decisions.
FedEx – Speed is Hidden in its
Logo • Started in 1971, known
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• Serves 130 countries/territories
• See the arrow between the E and X, stands for speed
and accuracy
• Vision: Information about the package is as important as
the delivery of the package itself
• Strive to deliver at the exact time as the estimated delivery
time given by the tracking system
for speedy delivery
• Owns 50 aircrafts
• 3696 vehicles
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Logistics
• Logistics: the art and science of obtaining, producing,
and distributing material and product in the proper place
and in the proper quantities • Accounts for eight to nine percent of US GDP
• International logistics: managing these functions when
the movement is on a global scale
• Third-party logistics company: an outside company
used to manage all or part of another company’s logistics
functions
Transportation Modes
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• Truck: great flexibility
• Ship: high capacity and low cost but slow
• Plane: fast but expensive
• Train: low cost but slow and variable
• Pipeline: highly specialized and limited to liquids, gases,
and solids in slurry form • No packaging is needed and the costs per mile are low
• Hand delivery: last step in many supply chains
• Multimodial solutions are the norm
Logistics-System Design Matrix:
Framework
Describing Logistics Processes
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Exhibit 15.1
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Cross-Docking
• Cross-docking: large shipments are broken down into
small shipments for local delivery in an area • Minimizes inventory in the warehouse
• Hub-and-spoke systems: the sole purpose of the
warehouse (the hub) is sorting goods to consolidation
areas, where each area is designed for shipment to a
specific location • Hubs are located near the geographic center of the region they are to
serve to minimize the distance a good must travel
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Issues in Facility Location
• Proximity to customers: makes rapid delivery easier
• Business climate: can include presence of similar-sized
businesses, businesses in the same industry, and other
foreign companies
• Total costs: object is to minimize overall cost
• Infrastructure: adequate road, rail, air, and sea
transportation along with energy and telecommunications
• Quality of labor: educational and skill levels must match
needs
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Issues in Facility Location Continued
• Suppliers: proximity of important suppliers supports lean
production
• Other facilities: location of other facilities can influence a
location decision
• Free trade zones: a closed facility into which foreign
goods can be brought without being subject to the normal
customs requirements
• Political risk: risks in both the country of location and the
host country influence the decision
• Government barriers: barriers in many countries are
being removed
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Issues in Facility Location Concluded
• Trading blocs: firms locate within a bloc to take
advantage of new markets or lower total cost
• Environmental regulation: these impact a certain
industry in a given location and must be included in the
decision
• Host community: host community’s interest is part of the
evaluation process
• Competitive advantage: the location should provide the
company with a competitive advantage
Boeing Adds South Carolina to Its
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Dreamliner Assembly Location • Boeing assembled all commercial planes in Seattle until
the Dreamliner 787 came along
• First Dreamliner came out of SC plant on April 27, 2012
• By the end of 2013, 3.5 planes per month are expected
• Boeing chose SC over the vigorous objection of its union
• The union finally relented, and signed a contract, when
the firm agreed to add an advanced version to the
Dreamliner line-up in Seattle
Plant Location Methods
1. Factor-rating system
2. Transportation method of linear programming
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3. Centroid method
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Factor-Rating System
• Is the most widely used
• List of factors is developed
• Range of possible points is assigned to each factor
• Each site is rated against each factor
• The sums of assigned points for each site are computed
• The site with the most points is selected
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Transportation Method of Linear
Programming
• Transportation method is a special linear programming
method
• Two common objectives… 1. Minimize costs of shipping n units to m destinations
2. Maximize profit of shipping n units to m destinations
Example 15.1
• U.S. Pharmaceutical Company has four factories
supplying the warehouses of four major customers
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• Its management wants to determine the minimum-cost
shipping schedule for its monthly output to these
customers
• Factory supply, warehouse demands, and shipping costs
per case for these drugs are given in the table in the next
slide
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Company Exhibit 15.2
Example: Excel Screen Showing the U.
S.
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Pharmaceutical Problem
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Exhibit 15.3
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Example: Solver Parameters
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Centroid Method
• Used for locating single facilities
• Considers existing facilities, the distances between them,
and the volumes of goods to be shipped between them • Assumes inbound and outbound transportation costs are equal
• Does not include special shipping costs for less than a full load
• This methodology involves formulas used to compute the
coordinates of the two-dimensional point that meets the
distance and volume criteria stated above
Centroid Method Formulas
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Cx = ∑dixV iVi
∑
Cy = ∑∑diyV iVi
Cx = X coordinate of centroid
Cy = X coordinate of centroid dix =
X coordinate of the ith location diy =
Y coordinate of the ith location
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Vi = volume of goods moved to or from i th location
Example 15.2: HiOctane Refining
Company • The HiOctane Refining Company needs to locate an
intermediate holding facility between its refining plant in
Long Beach and its major distributors
• Next slide shows the coordinate map and the amount of
gasoline shipped to or from the plant and distributors
• In this example, for the Long Beach location (the first
location), dix = 325, diy = 75, and Vi = 1,500
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Example 15.2: Grid Map for Centroid
Example
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Exhibit 15.4
Example 15.2: Calculations
Cx= X coordinate of centroid Cy= Y
coordinate of centroid dix= X coordinate of
the ith location diy= Y coordinate of the ith
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location Vi= volume of goods moved to or
from the ith location
Example 15.2: Grid Map for Centroid
Example with Centroid
Start search for
new location
here
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Exhibit 15.4 (Partial)
Locating Service Facilities
• New service facilities are far more common than new
factories and warehouses • Much less expensive
• Multiple sites close to customers
• Location decision closely tied to the market selection
decision
• Decision more about maximizing profits than minimizing
costs
Example 15.3: Linear Regression as a
Model for Service Location • Develop a model for locating a hotel
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• The goal is to locate so as to maximize long-term
profitability
• What category of variables and individual items in the
category are important? • Competitive
• Room rate
• Competitor’s rate, etc.
• Demand generators
• Nearness to military base, hospitals
• Nearness to college
• Nearness to malls, etc.
Example 15.3: Independent Variables
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Collected for the Initial Model-Building
Stage
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Exhibit 15.5
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Example 15.3: Choosing Variables That
Matter • Look at the correlation of profitability (operating margin
over the last few years) with all the potential parameters
• Pick the ones that are highly correlated (in a positive or
negative fashion)
• Run a regression line with the chosen parameters as the
independent variables and profitability as the dependent
variable
• Profitability = 39.05 − 5.41 × State pop. per inn (1,000)
+ 5.86 × Room rate for the inn
− 3.91 × Square root income of area (1,000)
+ 1.75 × College enrollment within 4 miles
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Example 15.3: How the Result Is Used
• The hotel chain implemented the model on a spreadsheet
and routinely uses the spreadsheet to screen potential
real estate acquisitions
• The founder and president of the hotel chain has accepted
the model’s validity and no longer feels obligated to
personally select the sites
• This example shows that a specific model can be obtained
from the requirements of service organizations and used
to identify the most important features in site selection
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Summary • Logistics covers the entire scope of obtaining, producing, and
distributing material and product to the proper place and in the correct quantities
• The focus is on the movement of material and the location of warehouses and manufacturing plants
• Third-party logistics companies provide services to many companies
• Decisions related to how material will be transported and where plants and warehouses are located have an impact on the cost of the product
• Transportation alternatives include water, rail, highways, air, pipelines, and hand delivery
• Finding the optimal logistics-system design is a complex task
• The factor-rating system is an analytical tool that allows consideration of many different types of criteria
• Locating service type businesses is often very dependent on
how close the contact needs to be to customers
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