ASSET FORECASTING IN ASSET INTENSIVE ENTERPRISES

摘要

A method, system, and computer program product for asset service and maintenance lifecycle management and supply chain planning. Some embodiments commence upon receiving a database record corresponding to an individually identified asset to be individually tracked through a corresponding asset lifecycle. Each individually identified asset has an asset-specific scheduled maintenance plan. During the performance of activities pertaining to the asset-specific scheduled maintenance plan, observations are made and events are recorded to generate a series of observations that are in turn collected into a learning model. The learning model and a predictor based on the learning model is used to predict a future demand or a forecast for items in quantities that are not given in the asset-specific scheduled maintenance plan. In exemplary cases, the forecast comprises items and/or quantities that are not given in the scheduled maintenance plan.

主权项

1. A method comprising:
using a computing system having at least one processor to perform a process, the process comprising: receiving a database record corresponding to an individually identified asset to be individually tracked through a corresponding asset lifecycle; receiving an asset-specific scheduled maintenance plan for the individually identified asset; recording events pertaining to the individually identified asset over at least a portion of the asset-specific scheduled maintenance plan; storing a series of recorded events pertaining to performance of the asset-specific scheduled maintenance plan of the individually identified asset into a learning model; and using the learning model to predict a future demand, wherein the predicted future demand comprises a forecast for items in quantities that are not given in the asset-specific scheduled maintenance plan for the individually identified asset.