ESTIMATING PERFORMANCE AND MODIFYING PERFORMANCE PARAMETERS FOR A FARMING MACHINE USING OPERATOR FEEDBACK
A method for calibrating characteristics of a farming machine as it travels through a field treating plants is presented. Images captured by the farming machine are input into a performance model which identifies plants in the images using an original identification sensitivity and determines expect...
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creator | Fu, Chia-Chun Padwick, Christopher Grant Denas, Olgert Cline, Benjamin Kahn |
description | A method for calibrating characteristics of a farming machine as it travels through a field treating plants is presented. Images captured by the farming machine are input into a performance model which identifies plants in the images using an original identification sensitivity and determines expected performance characteristics of the farming machine. The performance model accesses a target performance characteristic for the farming machine and determines a modified identification sensitivity for the performance model that achieves the target performance characteristic. The farming machine inputs additional images captured by the farming machine into the performance model. The performance model identifies a plant using the modified identification sensitivity, and the farming machine treats the plant in the field. |
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Images captured by the farming machine are input into a performance model which identifies plants in the images using an original identification sensitivity and determines expected performance characteristics of the farming machine. The performance model accesses a target performance characteristic for the farming machine and determines a modified identification sensitivity for the performance model that achieves the target performance characteristic. The farming machine inputs additional images captured by the farming machine into the performance model. The performance model identifies a plant using the modified identification sensitivity, and the farming machine treats the plant in the field.</description><language>eng</language><subject>AGRICULTURE ; ANIMAL HUSBANDRY ; CALCULATING ; COMPUTING ; COUNTING ; FISHING ; FORESTRY ; HUMAN NECESSITIES ; HUNTING ; IMAGE DATA PROCESSING OR GENERATION, IN GENERAL ; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES ORIMPLEMENTS, IN GENERAL ; PHYSICS ; SOIL WORKING IN AGRICULTURE OR FORESTRY ; TRAPPING</subject><creationdate>2025</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20250102&DB=EPODOC&CC=US&NR=2025000010A1$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,776,881,25542,76289</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20250102&DB=EPODOC&CC=US&NR=2025000010A1$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>Fu, Chia-Chun</creatorcontrib><creatorcontrib>Padwick, Christopher Grant</creatorcontrib><creatorcontrib>Denas, Olgert</creatorcontrib><creatorcontrib>Cline, Benjamin Kahn</creatorcontrib><title>ESTIMATING PERFORMANCE AND MODIFYING PERFORMANCE PARAMETERS FOR A FARMING MACHINE USING OPERATOR FEEDBACK</title><description>A method for calibrating characteristics of a farming machine as it travels through a field treating plants is presented. Images captured by the farming machine are input into a performance model which identifies plants in the images using an original identification sensitivity and determines expected performance characteristics of the farming machine. The performance model accesses a target performance characteristic for the farming machine and determines a modified identification sensitivity for the performance model that achieves the target performance characteristic. The farming machine inputs additional images captured by the farming machine into the performance model. 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Images captured by the farming machine are input into a performance model which identifies plants in the images using an original identification sensitivity and determines expected performance characteristics of the farming machine. The performance model accesses a target performance characteristic for the farming machine and determines a modified identification sensitivity for the performance model that achieves the target performance characteristic. The farming machine inputs additional images captured by the farming machine into the performance model. The performance model identifies a plant using the modified identification sensitivity, and the farming machine treats the plant in the field.</abstract><oa>free_for_read</oa></addata></record> |
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subjects | AGRICULTURE ANIMAL HUSBANDRY CALCULATING COMPUTING COUNTING FISHING FORESTRY HUMAN NECESSITIES HUNTING IMAGE DATA PROCESSING OR GENERATION, IN GENERAL PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES ORIMPLEMENTS, IN GENERAL PHYSICS SOIL WORKING IN AGRICULTURE OR FORESTRY TRAPPING |
title | ESTIMATING PERFORMANCE AND MODIFYING PERFORMANCE PARAMETERS FOR A FARMING MACHINE USING OPERATOR FEEDBACK |
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