System, medical item including RFID chip, server and method for capturing medical data

• US 10,043,592 B1
• Filed: 04/16/2018
• Issued: 08/07/2018
• Est. Priority Date: 02/06/2015
• Status: Active Grant

• Current Assignee: Brain Trust Innovations I, LLC
• Original Assignee: Brain Trust Innovations I, LLC
• Inventors: LaBorde, David
• Primary Examiner(s): Blouin, Mark
• Application Number:
  US15/953,902
• Time in Patent Office: 113 Days
• Field of Search: 340 101
• CPC Class Codes: G06K 7/10366 the interrogation device being adapted for miscellaneous applications
• CPC Class Codes: G06N 3/04 Architecture, e.g. interconnection topology
• CPC Class Codes: G06N 3/08 Learning methods
• CPC Class Codes: G16H 10/65 stored on portable record carriers, e.g. on smartcards, RFID tags or CD
• CPC Class Codes: G16H 40/63 for local operation
• CPC Class Codes: G16H 40/67 for remote operation

Abstract

A system includes a plurality of RFID chips affixed to a medical item, a data collection engine device, and a server device. The data collection engine wirelessly transmits power to a first one of the RFID chips and receives first medical data from the first RFID chip while the first RFID chip is activated by the power receiver. The data collection engine generates a first message indicative of the first medical data to be sent to the server device. The server device can determine aspects of the medical item based upon the first medical data.

Claims

1. A system comprising:

a medical storage unit including a first radio-frequency identification (RFID) chip, the medical storage unit storing a plurality of medical items,

wherein the first RFID chip includes;

a controller configured according to instructions in memory to generate a message including identification information and medical data; and

an antenna portion configured to transmit the message;

a reader device communicating with the first RFID chip, wherein the reader device comprises;

a transceiver configured to receive the message from the first RFID chip;

a controller operatively coupled to the transceiver; and

one or more memory sources operatively coupled to the controller, the one or more memory sources including instructions for configuring the controller to generate one or more messages indicative of the identification information and the medical data to be sent by the transceiver to a server device via a network connection;

wherein the server device comprises;

a transceiver configured to receive the one or more messages from the reader device;

a controller operatively coupled to the transceiver; and

one or more memory sources operatively coupled to the controller, the one or more memory sources storing;

a first database including a plurality of states for the medical storage unit and attributes for each of the plurality of states;

a trained neural network model (NNM) for generating an output value based upon the medical data; and

instructions for configuring the controller to determine whether the output value corresponds with one or more of the attributes associated with one or more of the states in the first database.

2. The system of claim 1, wherein the controller of the server device is further configured to:

perform pre-processing on the medical data to generate an input data set; and

generate the output value from the trained model based upon the input data set.

3. The system of claim 1, wherein in the server device:

the one or more memory sources further store a plurality of past risk state events, each of the plurality of past risk state events including a plurality of attributes and a quantifiable outcome; and

the controller is further configured to;

train a NNM to generate the trained NNM, wherein the training of the NNM includes;

performing pre-processing on the plurality of attributes for each of the plurality of past risk state events to generate a plurality of input data sets;

dividing the plurality of past risk state events into a first set of training data and a second set of validation data;

iteratively performing a machine learning algorithm (MLA) to update synaptic weights of the NNM based upon the training data; and

validating the NNM based upon the second set of validation data,

wherein the MLA for updating the synoptic weights is one or more of ADALINE training, backpropagation algorithm, competitive learning, genetic algorithm training, Hopfield learning, Instar and Outstar training, the Levenberg-Marquardt algorithm (LMA), Manhattan Update Rule Propagation, Nelder Mead Training, Particle Swarm (PSO) training, quick propagation algorithm, resilient propagation (RPROP) algorithm, scaled conjugate gradient (SCG), support vector machines, genetic programming, Bayesian statistics, decision trees, case based reasoning, information fuzzy networks, clustering, hidden Markov models, particle swarm optimization, simulated annealing.

4. The system of claim 3, wherein:

the NNM includes an input layer, output layer, and a plurality of hidden layers with a plurality of hidden neurons; and

each of the plurality of hidden neurons includes an activation function, the activation function is one of;

(1) the sigmoid function f(x)=1/(1+e<sup>−

x</sup>);

(2) the hyperbolic tangent function f(x)=(e^2x−

1)/(e^2x+1); and

(3) a linear function f(x)=x,

wherein x is a summation of input neurons biased by the synoptic weights.

5. The system of claim 3, wherein the NNM is one or more of a feed forward structure Neural Network;

ADALINE Neural Network, Adaptive Resonance Theory 1 (ART1), Bidirectional Associative Memory (BAM), Boltzmann Machine, Counterpropagation Neural Network (CPN), Elman Recurrent Neural Network, Hopfield Neural Network, Jordan Recurrent Neural Network, Neuroevolution of Augmenting Topologies (NEAT), and Radial Basis Function Network.

6. The system of claim 1, wherein the plurality of states for the medical storage unit include expiration dates for each of the medical items.

7. The system of claim 1, wherein the plurality of states for the medical storage unit include cleaning and maintenance cycles for each of the medical items.

8. A system comprising:

an RFID chip associated with a medical item, the RFID chip including;

a controller configured according to instructions in memory to generate a message including identification information and medical data associated with the respective RFID chip; and

an antenna portion configured to transmit the message;

wherein the first RFID chip includes an antenna for wirelessly receiving power from a power transmission subsystem;

a device reader communicating with the RFID chip, wherein the device reader comprises;

a transceiver configured to receive the message from the RFID chip;

a controller operatively coupled to the transceiver; and

one or more memory sources operatively coupled to the controller, the one or more memory sources including instructions for configuring the controller to generate one or more messages indicative of the identification information and medical data to be sent by the transceiver to a server device via a network connection,

wherein the server device comprises;

a transceiver configured to receive the one or more messages from the device reader or the RFID chip;

a controller operatively coupled to the transceiver; and

one or more memory sources operatively coupled to the controller, the one or more memory sources storing;

a first database including a plurality of identification of medical items and usage parameters for each of the medical items; and

instructions for configuring the controller to determine data in the medical item database that is associated with the identification for the RFID chip; and

generate an information reply including usage parameters associated with the medical item based upon the determined data.

9. The system of claim 8, wherein the usage parameters include an expiration date or temperature parameter associated with the medical item.

10. The system of claim 8, wherein the usage parameters include a cleaning and maintenance cycle of the medical item.

11. The system of claim 8, wherein the usage parameters include location data of the medical item.

12. A server device comprising:

a transceiver configured to receive one or more messages from a mobile device or a data collection engine (DCE), the one or more messages generated from an RFID chip and including identification information and medical data for a medical item;

a controller operatively coupled to the transceiver; and

one or more memory sources operatively coupled to the controller, the one or more memory sources storing;

a plurality of identifications of medical items and usage parameters for each of the medical items; and

instructions for configuring the controller to determine usage parameters associated with each of the medical items.

13. The server device of claim 12, wherein the usage parameters include an identification of a medical professional that used the medical item and an identification of a patient for whom the medical item was used.

14. The server device of claim 12, wherein the usage parameters include an expiration date of the medical item.

15. The server device of claim 12, wherein the usage parameters include a cleaning and maintenance cycle of the medical item.

16. The server device of claim 12, wherein the usage parameters include location data of the medical item.

17. The server device of claim 12, wherein the usage parameters include a detail of medical instruments included in the medical item.