Dynamic learning server-based logistics apparatus, systems, and method
A dynamic learning server-based logistics system includes a node-based logistics receptacle operative to receive a delivery item as part of a logistics transaction and also includes a backend server maintaining a management profile related to operation of the node-based logistics receptacle. The node-based logistics receptacle includes a plurality of monitored receptacle components, a wireless accessory sensor node having a plurality of sensors, and a bridge node operative to retrieve event information from the wireless accessory sensor node. The backend server receives the retrieved event information, compares the retrieved event information with the management profile, identifies a threshold change condition from the comparison, dynamically revises the management profile when the threshold change condition is identified, and transmits an adjustment message to the bridge node. The adjustment message is based upon the revised management profile, and the adjustment message initiates a timing change to operation of the bridge node.
1 . A dynamic learning server-based logistics system, the system comprising:
a node-based logistics receptacle operative to receive a delivery item as part of a logistics transaction, the node-based logistics receptacle comprising:
a plurality of monitored receptacle components,
a wireless accessory sensor node having a plurality of sensors that collectively monitor one or more interactions with respective ones of the plurality of monitored receptacle components over a recording time period,
a bridge node operative to retrieve event information from the wireless accessory sensor node, the event information being related to sensor data generated by the plurality of sensors, the bridge node being further operative to transmit the retrieved event information at an upload time; and
a backend server maintaining a management profile related to operation of the node-based logistics receptacle, wherein the backend server being programmatically configured to be operative to
receive the retrieved event information from the bridge node at the upload time,
compare the retrieved event information with the management profile,
identify a threshold change condition from the comparison of the retrieved event information with the management profile,
dynamically revise the management profile when the threshold change condition is identified, and
transmit an adjustment message to the bridge node, the adjustment message being based upon the revised management profile, the adjustment message initiating a timing change to operation of the bridge node.
2 . The system of claim 1 , wherein the backend server being programmatically configured to be further operative to transmit a setup message to the bridge node, the setup message configuring operation of the bridge node related to at least the recording time period for the wireless accessory sensor node and the upload time for transmitting the retrieved event information to the backend server.
3 . The system of claim 1 , wherein the timing change comprises a change to the recording time period.
4 . The system of claim 1 , wherein the timing change comprises a change to the upload time.
5 . The system of claim 1 , wherein the threshold change condition comprises a predetermined threshold change in engagement with the node-based logistics receptacle.
6 . The system of claim 5 , wherein the threshold change condition comprises the predetermined threshold change in engagement with the node-based logistics receptacle as indicated by the event information compared to an engagement history for the node-based logistics receptacle, the engagement history being maintained as part of the management profile for the node-based logistics receptacle.
7 . The system of claim 6 , wherein the engagement history comprises a prior component engagement history for prior instances of interactions with different ones of the monitored receptacle components.
8 . The system of claim 1 , wherein the threshold change condition comprises a predetermined threshold rate of change in engagement with the node-based logistics receptacle.
9 . The system of claim 8 , wherein the threshold change condition comprises the predetermined threshold rate of change in engagement with the node-based logistics receptacle as indicated by the event information compared to an engagement history for the node-based logistics receptacle, the engagement history being maintained as part of the management profile for the node-based logistics receptacle.
10 . The system of claim 9 , wherein the engagement history comprises a prior component engagement history for prior instances of interactions with different ones of the monitored receptacle components.
11 . The system of claim 1 , wherein the threshold change condition comprises a predetermined threshold change in a pattern of engagement with the node-based logistics receptacle.
12 . The system of claim 11 , wherein the threshold change condition comprises the predetermined threshold change in the pattern of engagement with the node-based logistics receptacle as indicated by the event information compared to a pattern of usage for the node-based logistics receptacle, the pattern of usage being maintained as part of the management profile for the node-based logistics receptacle.
13 . The system of claim 12 , wherein the pattern of usage comprises a pattern of prior delivery events associated with the node-based logistics receptacle.
14 . The system of claim 12 , wherein the pattern of usage comprises a pattern of prior pickup events associated with the node-based logistics receptacle.
15 . The system of claim 12 , wherein the pattern of usage comprises a pattern of prior pickup and delivery events associated with the node-based logistics receptacle.
16 . The system of claim 1 , wherein the threshold change condition comprises a predetermined threshold rate of change in a pattern of engagement with the node-based logistics receptacle.
17 . The system of claim 1 , wherein the threshold change condition comprises a predetermined threshold change in historic use pattern associated with the node-based logistics receptacle.
18 . The system of claim 17 , wherein the historic use pattern associated with the node-based logistics receptacle comprises a threshold occupancy pattern identifying a frequency of reaching a threshold occupied level within the node-based logistics receptacle.
19 . The system of claim 17 , wherein the historic use pattern associated with the node-based logistics receptacle comprises an overload pattern identifying a frequency of reaching an overload condition for the node-based logistics receptacle.
20 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to identify the threshold change condition based upon the comparison of the retrieved event information with the management profile indicates exceeding a threshold limit associated with the threshold change condition.
21 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to identify the threshold change condition based upon the comparison of the retrieved event information with the management profile indicates not meeting a threshold limit associated with the threshold change condition.
22 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to identify the threshold change condition based upon the comparison of the retrieved event information with the management profile indicates at least one of (a) a failure to meet a lower threshold limit associated with the threshold change condition and (b) exceeding an upper threshold limit associated with the threshold change condition.
23 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to identify the threshold change condition based upon the comparison of the retrieved event information with the management profile indicates falling within a threshold limit range associated with the threshold change condition.
24 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to identify the threshold change condition based upon the comparison of the retrieved event information with the management profile indicates falling outside of a threshold limit range associated with the threshold change condition.
25 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to dynamically revise the management profile when the threshold change condition is identified by being programmatically configured to be operative to revise timing information maintained within the management profile at a predetermined update time.
26 . The system of claim 25 , wherein the predetermined update time is different from a current update time for revising the management profile.
27 . The system of claim 25 , wherein the timing information comprises the recording time period.
28 . The system of claim 25 , wherein the timing information comprises the upload time.
29 . The system of claim 1 , wherein the backend server being programmatically configured to be operative to dynamically revise the management profile when the threshold change condition is identified by being programmatically configured to be operative to revise timing information maintained within the management profile at a predetermined update time based upon when the threshold change condition is identified and based upon the event information and at least one prior event information received from the node-based logistics receptacle.
30 . The system of claim 1 , wherein the monitored receptacle components comprising an entrance opening through which the delivery item is received by the node-based logistics receptacle.
31 . The system of claim 30 , wherein the monitored receptacle components further comprising a temporary storage area that maintains the delivery item within the node-based logistics receptacle.
32 . The system of claim 31 , wherein the monitored receptacle components further comprising a selectively accessible retrieval door providing selective access to the temporary storage area of the node-based logistics receptacle.
33 . A dynamic learning server-based logistics system, the system comprising:
a node-based logistics receptacle operative to receive a delivery item as part of a logistics transaction, the node-based logistics receptacle comprising:
a plurality of monitored receptacle components,
a wireless accessory sensor node having a plurality of sensors that collectively monitor one or more interactions with respective ones of the plurality of monitored receptacle components over a recording time period,
a bridge node operative to retrieve event information from the wireless accessory sensor node, the event information being related to sensor data generated by the plurality of sensors, the bridge node being further operative to transmit the retrieved event information at an upload time; and
a backend server maintaining a management profile related to operation of the node-based logistics receptacle, wherein the backend server being programmatically configured to be operative to
receive the retrieved event information from the bridge node at the upload time,
determine whether a threshold change condition exists based upon a comparison of the retrieved event information to at least a portion of the management profile,
when the threshold change condition is determined to exist,
(a) adjust an update time related to revising the management profile,
(b) revise the management profile based upon the retrieved event information at the adjusted update time, and
(c) transmit an adjustment message to the bridge node, the adjustment message being based upon the revised management profile, the adjustment message initiating a timing change to operation of the bridge node.
34 . The system of claim 33 , wherein the backend server being programmatically configured to be further operative to transmit a setup message to the bridge node of the node-based logistics receptacle, the setup message configuring operation of the bridge node related to at least one of the recording time period for the wireless accessory sensor node and the upload time for transmitting the retrieved event information to the backend server.
35 . The system of claim 33 , wherein the timing change comprises a change to the recording time period.
36 . The system of claim 33 , wherein the timing change comprises a change to the upload time.
37 . The system of claim 33 , wherein the threshold change condition comprises a predetermined threshold change in engagement with the node-based logistics receptacle.
38 . The system of claim 37 , wherein the threshold change condition comprises the predetermined threshold change in engagement with the node-based logistics receptacle as indicated by the event information compared to an engagement history for the node-based logistics receptacle, the engagement history being maintained as part of the management profile for the node-based logistics receptacle.
39 . The system of claim 38 , wherein the engagement history comprises a prior component engagement history for prior instances of interactions with different ones of the monitored receptacle components.
40 . The system of claim 33 , wherein the threshold change condition comprises a predetermined threshold rate of change in engagement with the node-based logistics receptacle.
41 . The system of claim 40 , wherein the threshold change condition comprises the predetermined threshold rate of change in engagement with the node-based logistics receptacle as indicated by the event information compared to an engagement history for the node-based logistics receptacle, the engagement history being maintained as part of the management profile for the node-based logistics receptacle.
42 . The system of claim 41 , wherein the engagement history comprises a prior component engagement history for prior instances of interactions with different ones of the monitored receptacle components.
43 . The system of claim 33 , wherein the threshold change condition comprises a predetermined threshold change in a pattern of engagement with the node-based logistics receptacle.
44 . The system of claim 43 , wherein the threshold change condition comprises the predetermined threshold change in the pattern of engagement with the node-based logistics receptacle as indicated by the event information compared to a pattern of usage for the node-based logistics receptacle, the pattern of usage being maintained as part of the management profile for the node-based logistics receptacle.
45 . The system of claim 44 , wherein the pattern of usage comprises a pattern of prior delivery events associated with the node-based logistics receptacle.
46 . The system of claim 44 , wherein the pattern of usage comprises a pattern of prior pickup events associated with the node-based logistics receptacle.
47 . The system of claim 44 , wherein the pattern of usage comprises a pattern of prior pickup and delivery events associated with the node-based logistics receptacle.
48 . The system of claim 33 , wherein the threshold change condition comprises a predetermined threshold rate of change in a pattern of engagement with the node-based logistics receptacle.
49 . The system of claim 33 , wherein the threshold change condition comprises a predetermined threshold change in historic use pattern associated with the node-based logistics receptacle.
50 . The system of claim 49 , wherein the historic use pattern associated with the node-based logistics receptacle comprises a threshold occupancy pattern identifying a frequency of reaching a threshold occupied level within the node-based logistics receptacle.
51 . The system of claim 49 , wherein the historic use pattern associated with the node-based logistics receptacle comprises an overload pattern identifying a frequency of reaching an overload condition for the node-based logistics receptacle.
52 . The system of claim 33 , wherein the backend server being programmatically configured to be operative to revise the management profile when the threshold change condition is determined to exist by being programmatically configured to be operative to revise timing information maintained within the management profile at the adjusted update time.
53 . The system of claim 52 , wherein the adjusted update time is different from a prior update time associated with revising the management profile when the threshold change condition is determined not to exist.
54 . The system of claim 52 , wherein the timing information comprises the recording time period.
55 . The system of claim 52 , wherein the timing information comprises the upload time.
56 . The system of claim 33 , wherein the backend server being programmatically configured to be operative to revise the management profile when the threshold change condition is determined to exist by being programmatically configured to be operative to revise timing information maintained within the management profile at the adjusted update time based upon when the threshold change condition is determined to exist and based upon the retrieved event information and at least one prior event information received from the node-based logistics receptacle.
57 . The system of claim 33 , wherein the monitored receptacle components comprising an entrance opening through which the delivery item is received by the node-based logistics receptacle.
58 . The system of claim 57 , wherein the monitored receptacle components further comprising a temporary storage area that maintains the delivery item within the node-based logistics receptacle.
59 . The system of claim 58 , wherein the monitored receptacle components further comprising a selectively accessible retrieval door providing selective access to the temporary storage area of the node-based logistics receptacle.