In Managed Print Services (MPS) service delivery space, in order to make sure an uninterrupted printing
experience for the customer, it is very important to deliver the supplies (consumables) on time. While
delivering supplies on time is an important goal from customer satisfaction perspective, but it has been
observed that (many a times) for achieving this, the supplies delivery is made too early, which leads to
early swap (of the supplies) in the printers. The ink left in the previous toner/supply (a.k.a. residue), results
in wastage of supplies.
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INC, HP, "DYNAMIC THRESHOLD OPTIMIZATION FOR REORDERING OF CONSUMABLE USING DEEP LEARNING", Technical Disclosure Commons, (September 03, 2020)