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 13):
The article of manufacture of  claim 8 , wherein the instructions, when executed, cause the machine to average the conditional probability of the first alert sequence with conditional probabilities of alert sequences having the same length as the first alert sequence to determine a significance level.

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): 0.1734171341649991
- 35 USC 102 Novelty (BERT): 0.5276766348239658
- Combined Prediction Score: 0.2088430842308958
- Mean Citation Score: 178.19014800000005
- Max Citation Score: 313.11633
- Similarity Product: 202.9011367768585

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