PATENT CLAIM ANALYSIS

Application Number: 16271490
Application Type: Utility
Filing Date: 2019-02
Publication Date: 2019-06
Patent Classification: ["702", "185000"]

Abstract:
Methods and apparatus of modeling work vehicle data and predicting machine failures based on the same are disclosed. An example apparatus includes a text miner to text mine first alert data to identify a first machine failure within the first alert data; a failure alert sequence identifier to identify a first alert sequence associated with the first machine failure; a conditional probability determiner to determine a conditional probability of the first alert sequence leading to failure based on i) a number of work machines in which the first alert sequence ended in failure and ii) a number of work machines in which the first alert sequence did not end in failure; and a collator to update a model by correlating the first alert sequence with the first machine failure and first probable parts used to repair the first machine failure.

Claim (Index 18):
The method of  claim 17 , further including comparing the second alert sequence to the first alert sequence; identifying a substantial similarity between the first and second alert sequences; and based on the model and the first alert sequence, identifying the first probable parts used to repair the first machine failure.

Metadata:
- Claim Count in Document: 50.0
- Percentile: 99.0
- Lexical Diversity: 2.40984
- Patent Class: 702.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: True
- Related Applications: ['15253748', '15688703', '15057882', '15141395', '12543307']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.1739239467151635
- 35 USC 102 Novelty (BERT): 0.519627908605369
- Combined Prediction Score: 0.208494342904184
- Mean Citation Score: 178.19014800000005
- Max Citation Score: 313.11633
- Similarity Product: 258.1989859230584

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

Dataset: test