Predictive analysis support of remote tracking

1. A method for monitoring and maintaining battery charge of a personal monitoring device, comprising:

locking the personal monitoring device to a limb of a monitored person, wherein the locking requires that the monitored person remain tethered to a power source for a period of time to charge a battery of the personal monitoring device;

collecting historical information about the personal monitoring device including movement data of the personal monitoring device and battery charging history of the personal monitoring device;

analyzing the collected historical information for patterns of battery charging behavior;

receiving a current location of the personal monitoring device;

first determining whether to send a battery charge reminder to the monitored person, based on at least a current location of the personal monitoring device, a current battery charge, and the patterns of battery charging behavior; and

providing, in response to a positive outcome of the determining, a notification to the monitored person to charge the battery;

wherein the first determining comprises:

second determining that the personal monitoring device is at a location where the patterns of battery charging behavior show a history of successfully battery charging; and

predicting that, absent additional charge, the battery charge will drop below a threshold level when the personal monitoring device is at a location where the patterns of battery charging behavior show lack of a history of successful battery charging at the location;

wherein the first determining considers characteristics of the monitored person relative to common characteristics or prior behavior of the monitored population, including how those common characteristics or prior behavior affect probabilities of potential battery violations, the characteristics includes prior criminal history and/or prior status as a parolee.

2. The method of claim 1 , further comprising:

collecting personal information about the monitored person; and

the first determining is based on the collected personal information.

3. The method of claim 2 , further comprising:

collecting personal information about a monitored population; and

the first determining is based on the collected personal information.

4. The method of claim 1 , wherein the characteristics includes any of race, age, gender, weight, height, home address, work address, prior parole violations, prior behavior and/or effect of prior reminders.

5. The method of claim 1 , further comprising:

collecting personal information about a monitored population; and

the first determining is based on the collected personal information.

6. The method of claim 1 , wherein the first determining comprises:

third determining that the personal monitoring device is at a location during a time frame with a history of successfully battery charging;

awaiting, for a portion of the time frame, receipt a signal representing that the battery of the personal monitoring device has commenced charging;

the providing being in response to elapse of the portion of the time frame without receipt of the signal.

7. The method of claim 6 , further comprising:

bypassing the providing in response to receipt of the signal during the portion of the time frame.

8. The method of claim 1 , wherein the first determining is further based on receipt of information indicating that the current location of the personal monitoring device is in an area subject to a current utility power outage.

9. A system for monitoring and maintaining battery charge of a personal monitoring device, the system comprising:

the personal monitoring device including a lockable band to lock the personal monitoring device to a limb of a monitored person, wherein when locked the monitored person must remain tethered to a power source for a period of time to charge a battery of the personal monitoring device;

electronic computer hardware in combination with software programmed to perform operations comprising:

collecting historical information about the personal monitoring device including movement data of the personal monitoring device and battery charging history of the personal monitoring device;

analyzing the collected historical information for patterns of battery charging behavior;

receiving a current location of the personal monitoring device;

first determining whether to send a battery charge reminder to the monitored person, based on at least a current location of the personal monitoring device, a current battery charge, and the patterns of battery charging behavior; and

providing, in response to a positive outcome of the determining, a notification to the monitored person to charge the battery;

wherein the first determining comprises:

second determining that the personal monitoring device is at a location where the patterns of battery charging behavior show a history of successfully battery charging; and

predicting that, absent additional charge, the battery charge will drop below a threshold level when the personal monitoring device is at a location where the patterns of battery charging behavior show lack of a history of successful battery charging at the location;

wherein the first determining considers characteristics of the monitored person relative to common characteristics or prior behavior of the monitored population, including how those common characteristics or prior behavior affect probabilities of potential battery violations, the characteristics includes prior criminal history and/or prior status as a parolee.

10. The system of claim 9 , the operations further comprising:

collecting personal information about the monitored person; and

the first determining is based on the collected personal information.

11. The system of claim 10 , the operations further comprising:

collecting personal information about a monitored population; and

the first determining is based on the collected personal information.

12. The system of claim 9 , wherein the characteristics includes any of race, age, gender, weight, height, home address, work address, prior parole violations, or prior behavior and/or effect of prior reminders.

13. The system of claim 9 , the operations further comprising:

collecting personal information about a monitored population; and

the first determining is based on the collected personal information.

14. The system of claim 9 , wherein the first determining comprises:

third determining that the personal monitoring device is at a location during a time frame with a history of successfully battery charging;

awaiting, for a portion of the time frame, receipt a signal representing that the battery of the personal monitoring device has commenced charging;

the providing being in response to elapse of the portion of the time frame without receipt of the signal.

15. The system of claim 14 , the operations further comprising:

bypassing the providing in response to receipt of the signal during the portion of the time frame.

16. The system of claim 9 , wherein the first determining is further based on receipt of information indicating that the current location of the personal monitoring device is in an area subject to a current utility power outage.