Title: Newgistics Case Study
1Newgistics Case Study
- 04/19/2006
- Lei Deng, Timothy Gumm, Jacqueline Jones, Adam
Levin, Leihong Li, Yang Song
2Agenda
- Problem Overview
- Current vs. Proposed Situation
- Pre-Modeling Issues
- The Model
- Results
- Analysis
3Problem Statement and Goal
- Problem Statement The postal network accumulates
and consolidates the return volumes at Return
Delivery Units (RDU) and Return Bulk Mail Centers
(RBMC). At some point, it becomes faster and less
expensive to pull the consolidated volumes out of
the postal stream and ship it directly to
Newgistics returns centers. - Goal Develop a model that Newgistics can use
under changing conditions to understand where to
best extract the returns from the postal network - 10, 20, and 30 million volume cases
4Pull from BMC Current State
RDU (i)
Post Office
70
Return Centers (k)
Cost by postal zone
30
10, 20, or 30 Million Packages
RBMC (j)
Cost FTL cost
Legend i 1 to 6115 j 1 to 22 k ATL, CHI,
LAX, DFW, PHY
- Constraints
- maximum density
- minimum pick-up frequency
5Pull from RDU or BMC Possible Future State
Cost 2/parcel DDU cost
- Constraints
- Pick up at least 3 times/week
- items/bag
RDU (i)
75
70
Post Office
Return Centers (k)
Cost by postal zone
30
25
10, 20, or 30 Million Packages
RBMC (j)
Cost by FTL cost
Legend i 1 to 6115 j 1 to 22 k ATL, CHI,
LAX, DFW, PHY
- Constraints
- truck capacity
- minimum pick-up frequency
6Issues Before Modeling.
- SUM(RDU dist) 70 lt 100, where does the other
30 go? - The 30 go directly to BMC from postal office
outside of our control - So the uncontrollable volume at a single BMC is
30annual volumeBMC dist? Any problems? - 30 fixed volume does not apply to an individual
BMC! - The right answer is
- (BMCi dist - Sum(RDUs in BMCi dist))annual
volume
7Issues Before Modeling.
- Truckload cost
- What if lt 3 TL/week, do we still pay for 3 FTL
cost? - Package and bag weight distribution
- One bag can contain 1,2,3,4,or 5 packages
- We are given weight distribution for packages lt
10 lbs, but no distribution for packages gt10 lbs - What distribution to assume? Exponential or
Uniform? - What is the bag weight distribution?
- Simulation needed!
8DDU Bag Weight Simulation
Not realistic! Exponential is better estimate.
9DDU Bag Weight Optimization
- Understand optimal bag configuration to determine
the financial value in understanding cubic
dimensions of packages - Developed optimization model
- Results indicate that significant savings exist
if bag configurations are optimized - Suggestion Work with vendor to improve pricing
contract for DDU Pickup Cost based on Bag Opt.
Conclusions
10The Model
- Uses Excel and GAMS (General Algebraic Modeling
System) - Computed costs in Excel
- Formulated problem as an Integer Program in GAMS
11Costs of Pulling from RDU
- For 75 captured packages
- DDU cost for each RDU
- Expected DDU cost/bag with i packages
(i1,2,3,4,5) - Cost(i) sum (cost per pound weight
P(weight)) - Total cost for each RDU
- Mcost(5)cost(N) 2(5MN),
- M full bags
- rounddown( packages at RDU /5)
- N packages in last bag
- packages at RDU 5M
12Costs of Pulling from RDU
- 25 Non-captured Packages
- Expected postal cost for each RDU
- Expected postal cost by zone non-captured
pkgs. at each RDU - Expected postal cost for each zone
- sum over all weights (weight distribution
the postal cost for each weight) - Non-captured pkgs. at each RDU
- ROUND (RDU distribution total annual volume
0.25 / 52 / 3)
13Costs of Pulling from BMC
- Expected postal cost for each RDU
- Expected postal cost by zone pkgs. at each
RDU - Truckload cost
- Includes pkgs. that go from post office ? BMC and
those that go from RDU ? BMC - Max (3, total weekly volume at BMC / max
density of truck) FTL cost 52
14Model Formulation
15Results
- Total RDUs pulled
- 10 million 5276, or 86.3
- 20 million 5574, or 91.2
- 30 million 5625, or 92
- Savings from proposed solution
- 10 million 8,294,499
- 20 million 17,800,244
- 30 million 29,618,935
16DDU Cost Sensitivity Analysis Detroit and
Springfield
17Postal Cost Sensitivity Analysis Detroit
18Overall Results
- Pull from RDU except when volumes are very low
- Very low volumes increase DDU cost ? cheaper to
go through BMC - As annual volume increases, pull from more RDUs
- Solution is not very sensitive to small changes
in DDU cost - Solution can change when postal costs decrease by
at least 20
19Recommendations
- Start pulling packages from specified RDUs
- Understand better cubic dimensions of packages
reduce DDU cost - Explore possibility of paying LTL instead of FTL
may change optimal solution
20Questions?