PATENT CLAIM ANALYSIS

Application Number: 15885906
Application Type: Utility
Filing Date: 2018-02
Publication Date: 2018-06
Patent Classification: ["701", "515000"]

Abstract:
A device and associated methods for escaping from a venue when a threat is detected is described. Venues can be buildings or outside areas and contain the area where the threat constitutes a hazard to a protected person. Threats include fire, terrorists, gunmen, explosion, collapse, loss of critical resources and crowd panic. The device incorporates a machine learning system implemented with a neural network or other pattern matching system and is trained in steps. Pre-training is based on general requirements such as edge-detection and audio analysis. Principles and data for venue layouts and human behavior can be included. The produced model is further trained from data gathered from sensors and servers after entry into the venue. Operation of the model produces warnings of threats and a plan of escape with steps of the plan communicated to the protected person by audio, visual or tactile sensory channels.

Claim (Index 1):
A device to facilitate movement in a venue comprising:\n (a) a first processor with a memory containing a program for machine learning and a model of a venue wherein the model has been pre-trained using a second processor with information concerning at least one of layout of venues, methods of escape from venues, and behavior of persons attempting to escape from a venue in a hazardous condition; (b) a sensor to detect a person in the venue and a sensor to acquire information to be used in training the model using the first processor concerning at least one of a location of the person in the venue and behavior of persons attempting to escape from the venue; (c) a program comprised in the memory of the first processor to use the model and data from at least one of the sensors to produce an instruction to escape from the venue subsequent to the detection of a hazard in the venue; and (d) an output device using the instruction to guide the person in escape from the venue.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 88.0
- Lexical Diversity: 1.63265
- Patent Class: 701.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15885684', '15692990', '15828629', '14664734', '10701506']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3904602795220478
- 35 USC 102 Novelty (BERT): 0.4990576149488408
- Combined Prediction Score: 0.4013200130647271
- Mean Citation Score: 146.038344
- Max Citation Score: 236.94627000000003
- Similarity Product: 152.91554428237615

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 0
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test