Aviation field service report natural language processing
First Claim
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1. A method of managing aircraft service information, comprising:
- collecting unstructured field service narrative data utilizing self-training natural language processing algorithms;
performing a lexical analysis on the collected field service narrative data to identify the lexical class of each of a plurality of parts of speech existing therein;
parsing the collected field service narrative data based at least in part on the identified lexical class of each of the plurality of parts of speech;
extracting problem data from the narrative data based at least in part on the lexical analysis;
extracting solution data from the narrative data,wherein at least one of extracting problem data and extracting solution data is performed on the narrative data automatically by machine, such that a text representation of the narrative data is processed by machine to distinguish and parse at least one of problem data and solution data from the narrative by the self-training natural language processing algorithms; and
populating an aircraft service information database with the extracted problem data and the related extracted solution data.
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Abstract
An aircraft service information handling system comprises an input module operable to collect field service narrative data. A natural language data extraction module extracts problem data and related solution data from the narrative data, and a database module populates an aircraft service information database with the extracted problem data and the related extracted solution data. The database module further searches the database for populated problem data, and retrieves the related populated solution data.
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Citations
17 Claims
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1. A method of managing aircraft service information, comprising:
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collecting unstructured field service narrative data utilizing self-training natural language processing algorithms; performing a lexical analysis on the collected field service narrative data to identify the lexical class of each of a plurality of parts of speech existing therein; parsing the collected field service narrative data based at least in part on the identified lexical class of each of the plurality of parts of speech; extracting problem data from the narrative data based at least in part on the lexical analysis; extracting solution data from the narrative data, wherein at least one of extracting problem data and extracting solution data is performed on the narrative data automatically by machine, such that a text representation of the narrative data is processed by machine to distinguish and parse at least one of problem data and solution data from the narrative by the self-training natural language processing algorithms; and populating an aircraft service information database with the extracted problem data and the related extracted solution data. - View Dependent Claims (2, 3, 4, 5, 6)
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7. An aircraft service information handling system, comprising:
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an input module configured to collect unstructured field service narrative data utilizing self-training natural language processing algorithms; a self-training natural language data extraction module configured to extract problem data and related solution data from the narrative data, such that a text representation of the narrative data is processed by machine to distinguish and parse at least one problem data and solution data from the narrative; and a database module configured to populate an aircraft service information database with the extracted problem data and the related extracted solution data. - View Dependent Claims (8, 9, 10, 11)
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12. A machine-readable medium with instructions stored thereon, the instructions when executed cause a computerized system to:
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collect unstructured field service narrative data utilizing self-trainable natural language processing algorithms; perform a lexical analysis on the collected field service narrative data identifying the lexical class of each of a plurality of parts of speech existing therein; extract problem data from the narrative data based at least in part on the lexical analysis; extract solution data from the narrative data, wherein at least one of extracting problem data and extracting solution data is performed on the narrative data automatically by machine, such that a text representation of the narrative data is processed by machine to distinguish and parse at least one problem data and solution data from the narrative; and populate an aircraft service information database with the extracted problem data and the related extracted solution data. - View Dependent Claims (13, 14, 15, 16, 17)
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Specification