or modeling in intermodal: intermodal railcar management

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OR Modeling in Intermodal: Intermodal Railcar Management Dharma Acharya, Jagadish Jampani, Aihong Wen

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OR Modeling in Intermodal: Intermodal Railcar Management. Dharma Acharya, Jagadish Jampani, Aihong Wen. Why IRM?. Currently Repositioning of Intermodal Flat Cars is Done Manually Difficult for a Human Being to Consider all the Options Available and Quantify Consequences of his/her Decision - PowerPoint PPT Presentation

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Page 1: OR Modeling in Intermodal:  Intermodal Railcar Management

OR Modeling in Intermodal:

Intermodal Railcar Management

Dharma Acharya, Jagadish Jampani, Aihong Wen

Page 2: OR Modeling in Intermodal:  Intermodal Railcar Management

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Why IRM?

• Currently Repositioning of Intermodal Flat Cars is Done Manually

• Difficult for a Human Being to Consider all the Options Available and Quantify Consequences of his/her Decision– Invisibility into the System/Inventory– Equipment Shortages and Surpluses– Unnecessary Empty Moves and Car Hire Costs– Loads Left on Ground (LOG)– Customer Satisfaction

Page 3: OR Modeling in Intermodal:  Intermodal Railcar Management

IRM Optimization

Cost Parameters

Supply

DemandForecast

Terminals

Interchanges

Trains

Car Reposition Instructions

Terminal Surplus/Shortage

Objective: Optimize the Repositioning of Intermodal Flat Cars

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Page 4: OR Modeling in Intermodal:  Intermodal Railcar Management

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Demand Forecast

• Forecast Trailer/Container Volume Flat Car Length

• Forecast at OD Pair, Trailer/Container Type and Day of Week Level

• Use Advanced Time Series Modeling to Generate Seed Forecast

• Terminal Managers can Review the Seed Forecast and Override if Necessary

• Challenges in Identifying Data Sources and the Granularity of the Forecast to Meet the Optimizer Need

• Forecast Horizon ~ 5 days

Page 5: OR Modeling in Intermodal:  Intermodal Railcar Management

Other Model Inputs

• Supply– Intermodal Terminal– Serving Yard– En-route on Train– Billed but at Other Yards– Predicted Interchange

• Trains– Train Profile– Train Routes– Blocking Plan– Used Capacity on En-route Trains

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Page 6: OR Modeling in Intermodal:  Intermodal Railcar Management

Other Model Inputs (contd.)

• Terminal– Associated Serving Yards– Operating Days– Cars Unloading Time– Staging Time– Max Cars Holding Capacity

• Interchange Profile

• Cost Parameters– Car Hire Costs– Penalty Costs

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Page 7: OR Modeling in Intermodal:  Intermodal Railcar Management

Model Constraints

• Supply and Demand Constraints by Equipment Type• Train Specific Maximum Length Capacity• Constraints Related to Train Profile

– Days of Operation– Route of Trains– Block to Train Assignment

• Constraints Related to Intermodal Terminals– Capacity Restrictions– Days of Operation– Equipment Handling Capabilities

• Restrictions on Sending Certain Types of Cars only on Certain Lanes

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Page 8: OR Modeling in Intermodal:  Intermodal Railcar Management

Model Objective and Output

• Objective – Minimize empty flatcar repositioning and car hire costs.

• Output– Empty Flatcars Reposition Instructions

• Cars Origin and Destination• Potential Trains to Move the Cars• Associated Departure and Arrival Times

– Terminal Surpluses/Shortages • Equipment Type• By day

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