RS20210504A1 - Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika - Google Patents

Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika

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Publication number
RS20210504A1
RS20210504A1 RS20210504A RSP20210504A RS20210504A1 RS 20210504 A1 RS20210504 A1 RS 20210504A1 RS 20210504 A RS20210504 A RS 20210504A RS P20210504 A RSP20210504 A RS P20210504A RS 20210504 A1 RS20210504 A1 RS 20210504A1
Authority
RS
Serbia
Prior art keywords
soil
multispectral
module
dynamic parameters
estimates
Prior art date
Application number
RS20210504A
Other languages
English (en)
Inventor
Dubravko Ćulibrk
Michele Bandecchi
Gavrilo Bosakov
Nenad Antonić
Marko Pavlović
Original Assignee
Culibrk Dubravko
Michele Bandecchi
Gavrilo Bosakov
Antonic Nenad
Pavlovic Marko
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Culibrk Dubravko, Michele Bandecchi, Gavrilo Bosakov, Antonic Nenad, Pavlovic Marko filed Critical Culibrk Dubravko
Priority to RS20210504A priority Critical patent/RS20210504A1/sr
Priority to EP22725170.9A priority patent/EP4327300A1/en
Priority to PCT/EP2022/060532 priority patent/WO2022223681A1/en
Priority to AU2022263361A priority patent/AU2022263361A1/en
Publication of RS20210504A1 publication Critical patent/RS20210504A1/sr

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/10—Terrestrial scenes
    • G06V20/13—Satellite images
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/10—Terrestrial scenes
    • G06V20/188—Vegetation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/10—Terrestrial scenes
    • G06V20/194—Terrestrial scenes using hyperspectral data, i.e. more or other wavelengths than RGB
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/10—Recognition assisted with metadata

Abstract

Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika ima za novost dvostepenu arhitekturu sistema (105) za estimaciju i potpuno povezan sloj (108) koji povezuje ova dva estimatora. Takođe pronalazak uključuje i višestepenu arhitekturu estimacije. Sistem estimira dinamičke parametre poput organskog ugljenika u zemljištu na bazi multisprektralnih ili hiperspektralnih slika (102) i takođe kao ulaz se koriste geokoordinate (100) i elevacija zemljišta (101). Multispektralne ili hiperspektralne slike (102) se dodatno obrade u modulu (103) za predobradu i predaju se podaci (104) na trening neuronskoj mreži (107) modula za estimaciju (106) 1. stepena. On ih dalje obrađuje u podmodulu (108) za ekstrakciju latentnih obeležja, estimira niskodinamične parametre zemljišta i prosleđuje ih na izlaz. Takođe izlazni podaci podmodula (108) su ulazni podaci modula (110) za estimaciju 2. stepena koji estimira visokodinamične parametre. Niskodinamični parametri (112) su npr. tekstura zemljišta, a visokodinamični parametri (113) su npr. koncentracija organskog ugljenika u zemljištu. Podmodul (108) povezuje navedene module (106) i (110).
RS20210504A 2021-04-22 2021-04-22 Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika RS20210504A1 (sr)

Priority Applications (4)

Application Number Priority Date Filing Date Title
RS20210504A RS20210504A1 (sr) 2021-04-22 2021-04-22 Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika
EP22725170.9A EP4327300A1 (en) 2021-04-22 2022-04-21 System and method for estimating dynamic soil parameters based on multispectral or hyperspectral images
PCT/EP2022/060532 WO2022223681A1 (en) 2021-04-22 2022-04-21 System and method for estimating dynamic soil parameters based on multispectral or hyperspectral images
AU2022263361A AU2022263361A1 (en) 2021-04-22 2022-04-21 System and method for estimating dynamic soil parameters based on multispectral or hyperspectral images

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
RS20210504A RS20210504A1 (sr) 2021-04-22 2021-04-22 Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika

Publications (1)

Publication Number Publication Date
RS20210504A1 true RS20210504A1 (sr) 2022-10-31

Family

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Family Applications (1)

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RS20210504A RS20210504A1 (sr) 2021-04-22 2021-04-22 Sistem i metod za estimaciju dinamičkih parametara zemljišta na bazi multisprektralnih ili hiperspektralnih slika

Country Status (4)

Country Link
EP (1) EP4327300A1 (sr)
AU (1) AU2022263361A1 (sr)
RS (1) RS20210504A1 (sr)
WO (1) WO2022223681A1 (sr)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116612391B (zh) * 2023-07-21 2023-09-19 四川发展环境科学技术研究院有限公司 基于光谱遥感和多特征融合的土地非法侵占检测方法

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CN102495919B (zh) 2011-11-18 2013-12-25 华南农业大学 一种生态系统碳交换影响因素提取方法及系统
US9652840B1 (en) 2014-10-30 2017-05-16 AgriSight, Inc. System and method for remote nitrogen monitoring and prescription
CN106960216A (zh) 2017-02-24 2017-07-18 北京农业智能装备技术研究中心 一种农机作业机具类型的识别方法和装置
US11263707B2 (en) 2017-08-08 2022-03-01 Indigo Ag, Inc. Machine learning in agricultural planting, growing, and harvesting contexts
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Publication number Publication date
WO2022223681A1 (en) 2022-10-27
EP4327300A1 (en) 2024-02-28
AU2022263361A1 (en) 2023-11-02

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