Stream Mining via State Machine and High Dimensionality Database
A system and method for stream mining using state machines and high-dimensionality databases. After a data stream is digitized, a stream analyzer searches a high-dimensionality data structure containing state machine parameters to determine which state machines to activate and execute. A signal classifier creates the state machine parameters stored in the high-dimensionality data structure using a second high-dimensionality data structure programmed with information about signals of interest. If a state machine identifies a signal of interest, the system can optionally alert the user.
1 . A method for analyzing information from a data source, the method comprising:
programming a first data storage structure with information about a signal of interest;
creating a programmable logic device parameter using the information about said signal of interest;
storing the programmable logic device parameter to a second storage data structure;
programming at least one of a plurality of programmable logic devices with said logic device parameter;
providing a digitized data stream from said data source;
identifying which of said plurality of programmable logic devices to execute; and
executing an identified programmable logic device with said digitized data stream.
2 . The method of claim 1 , wherein the plurality of programmable logic devices comprise a field-programmable gate array.
3 . The method of claim 1 , further comprising:
identifying the signal of interest.
4 . The method of claim 3 , further comprising:
alerting a user to the signal of interest.
5 . The method of claim 1 , further comprising:
sectioning the digitized data stream.
6 . The method of claim 1 , further comprising:
parameterizing the digitized data stream.
7 . The method of claim 6 , further comprising:
searching the second data storage structure to determine whether at least one of said plurality of programmable logic devices is programmed with a parameter of the parameterized data stream.
8 . The method of claim 1 , further comprising:
storing said digitized data stream in a third data storage structure.
9 . A system for analyzing information from a data source, the system comprising:
a digitized data stream;
a signal classifier comprising a first data storage structure programmed with information about a signal of interest, wherein the signal classifier is adapted to generate a programmable logic device parameter; and
a stream analyzer comprising a second data storage structure in communication with the first data storage structure and programmed with said programmable logic device parameters, and a plurality of programmable logic devices adapted to execute the digitized data stream, wherein the stream analyzer is adapted to identify which of the programmable logic devices to execute with the digitized data stream.
10 . The system of claim 9 , wherein the plurality of programmable logic devices comprise a field-programmable gate array.
11 . The system of claim 10 , wherein the logic devices of the field-programmable gate array are adapted to execute concurrently.
12 . The system of claim 9 , further comprising:
a signal communicated to a user when the signal of interest is identified.
13 . The system of claim 9 , wherein said digitized data stream is parameterized.
14 . The system of claim 13 , wherein the stream analyzer is further adapted to determine whether at least one of said plurality of programmable logic devices is programmed with a parameter of the parameterized data stream.
15 . The system of claim 9 , further comprising a third data storage structure adapted to store said digitized data stream.
16 . The system of claim 9 , wherein said second data structure further comprises an object database management system.
17 . The system of claim 16 , wherein said object database management system further comprises a high performance framework.
18 . The system of claim 9 , wherein the signal classifier further comprises:
an input/output device.
19 . The system of claim 9 , wherein the stream analyzer further comprises:
an input/output device.