Title: On Supply Chain Inventory Management Utilizing Extensions of the MultiProduct Newsboy Models
1On Supply Chain Inventory Management Utilizing
Extensions of the Multi-Product Newsboy Models
New Jersey Institute of Technology 2506 GITC,
University Heights Newark, N.J. 07102.
Tel (973) 596 3648 Email mko3_at_njit.edu,
layek.abdel-malek_at_njit.edu
Mojisola Kike Otegbeye Layek L. Abdel-Malek
2Presentation Outline
- Goal of the Research
- Relevance to SCIM
- Literature Review
- Research Focus
- The Newsboy Dilemma
- The Basic Newsboy Model
3Presentation Outline
- Research Extensions
- Separable Programming Duality Concepts
- The Model
- Problem Formulation
- Possible Cases
- Supplier Selection
4Presentation Outline
- Illustrative Example
- Experimental Instances
- Flow Diagram of Methodology
- Conclusion/Future Extensions
- Discussion
5Goal of the Research
- Establish a single period ordering strategy.
- Competing suppliers with random yields.
- Simultaneously select vendor and establish lot
size.
6 Relevance to SCIM
- Global orientation and e-bidding practices.
- Increase competition amongst suppliers.
- Optimum supplier selection lot sizes imperative
for SCIM success.
7Literature Review
- Hadley Whitin (1963).
- Extensions to Hadley Whitin prior to 1999
(Mouaz Khouja, 1999). - Optimal heuristic solutions (Erlebacher, 2000).
8Literature Review
- Investment strategies for manufacturing firm
(Harrison et al., 1999). - Revenue sharing between vendor manufacturer
(Pasternack, 2001). - Graphical analysis of solution space (Abdel-Malek
et al., 2005).
9Literature Review
- Early studies on ordered ? received (Silver,
1976). - Utilized general EOQ model.
- µ s only additional EOQ factors.
10Literature Review
- Early extension to Silver using Newsboy (Noori et
al., 1986). - Two cases considered
- s independent of quantity ordered
- s proportional to quantity ordered
- µ usually s only additional factors.
11Literature Review
- Shift in purchase practices to auctions.
- Most notable is e-bidding.
- Increasing lack of trade commitments.
- Profit maximizing mechanisms for seller.
- Optimal strategies for buyer at infancy.
12Research Focus
- Reduce objective function to separable form.
-
- Express problem as functions of resource duals.
- Competing supply sources for each item.
- Different supply yield cost structures.
13The Newsboy Dilemma
Holding cost
Excess
Place order ahead of demand
Sell within single demand period
Shortage
Lost Opportunities
14The Basic Newsboy Model
- Common form of multi-product Newsboy.
- Min
-
- Max
(1)
(2)
15Research Extensions
- Uniformly distributed supply with yield rates
. -
- Each item - more than one supplier.
- Constrained decision environment.
16Research Extensions
- The extended Newsboy problem
(3)
Subject to
17Research Extensions
- And in quadratic form Eqn (3) becomes
-
(4)
18Research Extensions
- For uniform demand supply
-
19Separable Programming Duality Concepts
- Objective function of form
-
- Thus, decentralized
Lagrangian. -
(5)
20Separable Programming Duality
- Evan L. Porteus (2002)
- If each maximizes over xtj , then
the - vector will
maximize the - Lagrangian over the Cartesian product
- Basis on which model is built.
21The Model
- Separable programming duality.
- Separable problems of each item.
- Duals of resources as variables.
- Reveals infeasible orders quickly.
- Reveals unbinding resources quickly.
22Problem Formulation
- For N items each having n supply sources, the
decentralized Lagrangian functions are given by -
-
-
-
- 1,, N and j 1,, n
-
(6)
23Problem Formulation...
- The optimizer can be obtained from
-
-
1,, N and j 1,, n - From which
-
-
(7)
24Problem Formulation
- Substituting for in the constraints, we
arrive at the following solution matrix.
(8)
25Possible Cases
- Case 1
- Take zero lower bound.
- Delete items from order list.
- Compute new with remaining items.
26Possible Cases
- Case 2
- Resource not binding.
- Set dual to zero minimum value.
- Obtain new values for remaining
27Supplier Selection
- First phase.
- Supplier cost yield structures determinants.
- Operational constraints relaxed.
-
-
28Supplier Selection
- Ordering costs Vs yield reliability (Abdel-Malek
et al., 2004). - Supplier gets all or nothing (0, 1).
- Two competing suppliers/item.
29Supplier Selection...
- Assignment constraints given by
- , ,
,
30Illustrative Example
- Example 1
- Number of items 3
- Budget 1600
- Available Space 1000m2
- Item 1 6m2, Item 2 10m2, Item 3 4m2
31Illustrative Example...
- Uniformly distributed demand supply.
- 2 competing suppliers/item.
- 1,2 - item 1
- 3,4 item 2
- 5,6 item 3
- Different supply yield cost structures.
32Illustrative Example...
- Table 1 Pertinent data for Example 1
33Illustrative Example
- From assignment constraints
- Supplier 1 - item 1
- Supplier 4 - item 2 and
- Supplier 6 - item 3.
34Illustrative Example
- Note
- Suppliers 1 2 - same yield variance
- Supplier 1, yield rates (0.6, 0.9) at 11.5
- Supplier 2, yield rates (0.4, 0.7) at 11.32
- For 10.9, supplier 2 selected
35Illustrative Example
- Resulting equations from solution matrix
-
- And from which
-
36Illustrative Example
- Unbinding budget constraint
- Set its dual to zero
- Compute new dual for space
37Illustrative Example
- Solving for optimal order quantities
38Illustrative Example
- Infeasible orders for items 1 3
- Compute new space dual
-
- Compute new order for item 2
39Illustrative Example
- Optimal ordering strategy
- 143 units of item 2 from supplier 4
- No order for 1 3
- Total expected cost (TEC) of 10,239
- Other alternatives give higher TEC.
40Experimental Instances
- Table 3 Study on how yield structures costs
influence supplier selection.
41Experimental Instances...
- Interactions between yield rates, costs.
- For same costs, higher yield wins.
- Competitive pricing could favor lower yield.
- Trade off between cost and yield structures.
42Experimental Instances...
- Fig 1 How suppliers costs influence supplier
selection for item 5
43Flow Diagram of Methodology
Select Vendor
Compute All ?
Set to zero
NO
YES
Set to zero
Compute All ?
NO
YES
Optimal solution
44Conclusion/Future Extensions
- Cases of random yield
- Supplier selection
- Supplier cost yield structures
- Supplier capacity
- Optimum supplier mix
- Other distribution functions
45Discussion
- Discussants
- Charles Corbett, UCLA, USA
- Patrik Tydesjö, Lund University, Sweden