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 2):
The apparatus of  claim 1 , wherein the collator is to generate the model by correlating the first machine failure and the first probable parts used to repair the first machine failure based on parts used to repair work machines in which the first alert sequence occurred and resulted in 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): 0.1739143474389693
- 35 USC 102 Novelty (BERT): 0.5197801284688334
- Combined Prediction Score: 0.2085009255419557
- Mean Citation Score: 178.19014800000005
- Max Citation Score: 313.11633
- Similarity Product: 257.15382875298144

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