Predictive data objects
A computing system accesses one or more data sources to determine maintenance optimization data associated with an asset within a set of assets. The maintenance optimization data may include one or more of: upcoming maintenance events for the asset, such as may be predicted based on analysis of historical maintenance information of the asset, a time series of predicted value of the asset over a time period around the upcoming maintenance event, such as within a few days or hours of the maintenance event, and/or a recommended window of time to initiate and/or perform upcoming maintenance events, which may be based on a combination of the expected upcoming maintenance events, and the time series of predicted value of the particular asset, for example.
1. A computerized method, performed by a computing system having one or more hardware computer processors and one or more non-transitory computer readable storage device storing software instructions executable by the computing system to perform the computerized method comprising:
generating user interface data renderable to display an interactive graphical user interface, wherein the interactive graphical user interface includes an asset type selector and an asset number selector;
receiving, via the asset type selector of the interactive graphical user interface, a user selection of a first asset type;
receiving, via the asset number selector of the interactive graphical user interface, a user selection of a number of assets of the selected first asset type, wherein the selected first asset type and selected number of assets define a first set of assets;
accessing dynamic asset value information related to the assets of the first set of assets;
accessing a predicted utilization of the assets of the first set of assets for a period of time;
determining, based on the dynamic asset value information and the predicted utilization of the assets of the first set of assets for the period of time, a time series of predicted value of the first set of assets over the period of time; and
displaying, via the interactive graphical user interface, a graph including the time series of predicted value of the first set of assets over the period of time.
2. The computerized method of claim 1 , further comprising determining an expected utilization cost of the set of assets and displaying, via the interactive graphical user interface, the determined expected utilization cost.
3. The computerized method of claim 2 , further comprising, updating the expected utilization cost displayed in the interactive graphical user interface, in response to a user input, via the interactive graphical user interface, of an updated expected utilization cost.
4. The computerized method of claim 1 , further comprising receiving, via the interactive user interface, a user input of a cost to acquire one or more assets of the first set of assets and updating, based in part on the cost to acquire, the determined time series of predicted value of the first set of assets.
5. The computerized method of claim 1 , further comprising receiving, via the interactive user interface, a user input of a geographic location of one or more assets of the first set of assets and updating, based in part on the geographic location, the determined time series of predicted value of the first set of assets.
6. The computerized method of claim 5 , wherein the interactive graphical user interface comprises a map and wherein the method further comprises receiving the user input of the geographic location via a user selection on the map.
7. The computerized method of claim 1 , further comprising receiving, via the interactive graphical user interface, a user selection of an age of one or more assets of the first set of assets and updating, based in part on the age, the determined time series of predicted value of the first set of assets.
8. The computerized method of claim 1 , further comprising receiving, via the interactive graphical user interface, a user selection of a second asset type wherein the selected second asset type and selected number of assets define a second set of assets.
9. The computerized method of claim 1 , further comprising:
generating the dynamic asset value information based on sensor data from one or more sensors on the assets of the first set of assets.
10. The computerized method of claim 1 , wherein the dynamic asset value information indicates variance in a performance metric of the assets based on an input value.
11. The computerized method of claim 10 , wherein the performance metric is an output quantity or rate of the assets.
12. The computerized method of claim 11 , wherein a second performance metric is a value of the assets that is determined based at least on the output quantity or rate of the assets.
13. A computing system comprising:
a hardware computer processor;
non-transitory computer readable medium having software instructions stored thereon, the software instructions executable by the hardware computer processor to cause the computing system to perform operations comprising:
generating user interface data renderable to display an interactive graphical user interface configured to receive an input from a user, wherein the interactive graphical user interface includes an asset type selector and an asset number selector;
receiving, via the asset type selector of the interactive graphical user interface, a user selection of a first asset type;
receiving, via the asset number selector of the interactive graphical user interface, a user selection of a number of assets of the selected first asset type, wherein the selected first asset type and selected number of assets define a first set of assets;
accessing dynamic asset value information related to the assets of the first set of assets;
accessing a predicted utilization of the assets of the first set of assets for a period of time;
determining, based on the dynamic asset value information and the predicted utilization of the assets of the first set of assets for the period of time, a time series of predicted value of the first set of assets over the period of time; and
displaying, via the interactive graphical user interface, a graph including the time series of predicted value of the first set of assets over the period of time.
14. The computing system of claim 13 , further comprising determining an expected utilization cost of the set of assets and displaying, via the interactive graphical user interface, the determined expected utilization cost.
15. The computing system of claim 14 , further comprising, updating the expected utilization cost displayed in the interactive graphical user interface, in response to a user input, via the interactive graphical user interface, of an updated expected utilization cost.
16. The computing system of claim 13 , further comprising receiving, via the interactive user interface, a user input of a cost to acquire one or more assets of the first set of assets and updating, based in part on the cost to acquire, the determined time series of predicted value of the first set of assets.
17. The computing system of claim 13 , further comprising receiving, via the interactive user interface, a user input of a geographic location of one or more assets of the first set of assets and updating, based in part on the geographic location, the determined time series of predicted value of the first set of assets.
18. The computerized system of claim 17 , wherein the interactive graphical user interface comprises a map and wherein the method further comprises receiving the user input of the geographic location via a user selection on the map.
19. The computing system of claim 13 , further comprising receiving, via the interactive graphical user interface, a user selection of an age of one or more assets of the first set of assets and updating, based in part on the age, the determined time series of predicted value of the first set of assets.
20. The computing system of claim 13 , further comprising receiving, via the interactive graphical user interface, a user selection of a second asset type wherein the selected second asset type and selected number of assets define a second set of assets.