JP2021125143A - 予測装置、予測システム、及び予測方法 - Google Patents
予測装置、予測システム、及び予測方法 Download PDFInfo
- Publication number
- JP2021125143A JP2021125143A JP2020020088A JP2020020088A JP2021125143A JP 2021125143 A JP2021125143 A JP 2021125143A JP 2020020088 A JP2020020088 A JP 2020020088A JP 2020020088 A JP2020020088 A JP 2020020088A JP 2021125143 A JP2021125143 A JP 2021125143A
- Authority
- JP
- Japan
- Prior art keywords
- harvest
- value
- prediction
- control unit
- plant
- Prior art date
- Legal status (The legal status 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 status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims description 25
- 238000003306 harvesting Methods 0.000 claims abstract description 125
- 230000007613 environmental effect Effects 0.000 claims abstract description 67
- 238000003860 storage Methods 0.000 claims abstract description 40
- 238000004891 communication Methods 0.000 claims abstract description 34
- 238000007726 management method Methods 0.000 claims description 46
- 238000004519 manufacturing process Methods 0.000 claims description 5
- 238000010801 machine learning Methods 0.000 claims description 4
- 239000000284 extract Substances 0.000 claims description 2
- 238000013277 forecasting method Methods 0.000 claims 1
- 241000196324 Embryophyta Species 0.000 description 61
- 238000013480 data collection Methods 0.000 description 20
- 238000005259 measurement Methods 0.000 description 12
- 230000015654 memory Effects 0.000 description 12
- 238000012545 processing Methods 0.000 description 8
- 238000007781 pre-processing Methods 0.000 description 6
- 239000004065 semiconductor Substances 0.000 description 6
- 241000208822 Lactuca Species 0.000 description 5
- 235000003228 Lactuca sativa Nutrition 0.000 description 5
- 238000012986 modification Methods 0.000 description 4
- 230000004048 modification Effects 0.000 description 4
- 238000009331 sowing Methods 0.000 description 4
- 230000003287 optical effect Effects 0.000 description 3
- 238000005401 electroluminescence Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 239000004973 liquid crystal related substance Substances 0.000 description 2
- 235000013311 vegetables Nutrition 0.000 description 2
- 240000009088 Fragaria x ananassa Species 0.000 description 1
- 238000004458 analytical method Methods 0.000 description 1
- 230000008094 contradictory effect Effects 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 235000013399 edible fruits Nutrition 0.000 description 1
- 235000018927 edible plant Nutrition 0.000 description 1
- 235000015097 nutrients Nutrition 0.000 description 1
- 235000021012 strawberries Nutrition 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/02—Agriculture; Fishing; Forestry; Mining
-
- A—HUMAN NECESSITIES
- A01—AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
- A01G—HORTICULTURE; CULTIVATION OF VEGETABLES, FLOWERS, RICE, FRUIT, VINES, HOPS OR SEAWEED; FORESTRY; WATERING
- A01G7/00—Botany in general
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
- G06N5/022—Knowledge engineering; Knowledge acquisition
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0637—Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
- G06Q30/0202—Market predictions or forecasting for commercial activities
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
- G06Q30/0206—Price or cost determination based on market factors
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A40/00—Adaptation technologies in agriculture, forestry, livestock or agroalimentary production
- Y02A40/10—Adaptation technologies in agriculture, forestry, livestock or agroalimentary production in agriculture
- Y02A40/25—Greenhouse technology, e.g. cooling systems therefor
Landscapes
- Engineering & Computer Science (AREA)
- Business, Economics & Management (AREA)
- Strategic Management (AREA)
- Development Economics (AREA)
- Theoretical Computer Science (AREA)
- Accounting & Taxation (AREA)
- Finance (AREA)
- Entrepreneurship & Innovation (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- Economics (AREA)
- Human Resources & Organizations (AREA)
- General Business, Economics & Management (AREA)
- Marketing (AREA)
- Life Sciences & Earth Sciences (AREA)
- Data Mining & Analysis (AREA)
- Game Theory and Decision Science (AREA)
- Tourism & Hospitality (AREA)
- General Engineering & Computer Science (AREA)
- Primary Health Care (AREA)
- General Health & Medical Sciences (AREA)
- Health & Medical Sciences (AREA)
- Mining & Mineral Resources (AREA)
- Marine Sciences & Fisheries (AREA)
- Animal Husbandry (AREA)
- Agronomy & Crop Science (AREA)
- Educational Administration (AREA)
- Computing Systems (AREA)
- Evolutionary Computation (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- Artificial Intelligence (AREA)
- Computational Linguistics (AREA)
- Forests & Forestry (AREA)
- Ecology (AREA)
- Biodiversity & Conservation Biology (AREA)
- Botany (AREA)
- Environmental Sciences (AREA)
- Operations Research (AREA)
- Quality & Reliability (AREA)
Abstract
【解決手段】本開示の予測装置10は、植物工場80における植物の収穫重量及び生理障害に関する情報を含む収穫結果の予測値を算出するための予測モデルと、植物工場80の環境を示す環境パラメータの値とが格納された記憶部12と、記憶部12から取得した環境パラメータの値を、予測モデルに入力して、収穫結果の予測値を算出する制御部11と、制御部11が算出した収穫結果の予測値を出力する通信部13と、を有する。
【選択図】図1
Description
10 予測装置
11 制御部
12 記憶部
13 通信部
20 管理装置
21 制御部
22 記憶部
23 通信部
24 入力部
25 出力部
30 データ収集装置
31 制御部
32 記憶部
33 通信部
34 入力部
35 出力部
40 環境測定装置
50 収穫結果測定装置
60 環境制御装置
70 ネットワーク
80 植物工場
Claims (9)
- 植物工場における植物の収穫重量及び生理障害に関する情報を含む収穫結果の予測値を算出するための予測モデルと、前記植物工場の環境を示す環境パラメータの値とが格納された記憶部と、
前記記憶部から取得した前記環境パラメータの前記値を、前記予測モデルに入力して、前記収穫結果の前記予測値を算出する制御部と、
前記制御部が算出した前記収穫結果の前記予測値を出力する通信部と、
を有する、予測装置。 - 前記制御部は、前記環境パラメータの前記値と前記収穫結果の前記予測値とが関連付けられたデータテーブルを参照することにより、ユーザが期待する収穫結果に対応する前記環境パラメータの前記値を抽出し、
前記通信部は、前記制御部が抽出した前記環境パラメータの前記値を出力する、請求項1に記載の予測装置 - 前記制御部は、前記環境パラメータの前記値を変化させる毎に、変化させた前記環境パラメータの前記値を前記予測モデルに入力することにより、前記収穫結果の前記予測値を算出し、且つ変化させた前記環境パラメータの前記値と算出した前記収穫結果の前記予測値とを関連付けることにより、前記データテーブルを生成する、請求項2に記載の予測装置。
- 前記制御部は、前記植物の栽培開始から所定の時点における前記植物工場の環境を変更することなく、収穫時期まで前記植物を栽培した場合における、前記収穫結果の前記予測値を算出する、請求項1乃至3のいずれか一項に記載の予測装置。
- 前記制御部は、前記植物の栽培開始から所定の時点において、前記植物工場の環境をユーザが指定した環境に変更して、収穫時期まで前記植物を栽培した場合における、前記収穫結果の前記予測値を算出する、請求項1乃至3のいずれか一項に記載の予測装置。
- 前記制御部は、前記環境パラメータの実測値及び前記収穫結果の実測値を用いた機械学習を行うことにより、前記予測モデルを生成し、生成した前記予測モデルを前記記憶部に格納する、請求項1乃至5のいずれか一項に記載の予測装置。
- 前記収穫結果は、前記植物の生産コストに関する情報をさらに含む、請求項1乃至6のいずれか一項に記載の予測装置。
- 請求項1乃至7のいずれか一項に記載の予測装置と、前記予測装置と通信可能な管理装置と、を備える予測システムであって、前記出力は、前記管理装置を介して行われる、予測システム。
- コンピュータを用いた予測方法であって、
植物工場の環境パラメータの値を、前記植物工場における植物の収穫重量及び生理障害に関する情報を含む収穫結果の予測値を算出するための予測モデルに入力して、前記収穫結果の前記予測値を算出するステップと、
算出した前記収穫結果の前記予測値を出力するステップと、
を含む、予測方法。
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2020020088A JP7314825B2 (ja) | 2020-02-07 | 2020-02-07 | 予測装置、予測システム、及び予測方法 |
EP20917443.2A EP4102440A4 (en) | 2020-02-07 | 2020-12-28 | PREDICTION DEVICE, PREDICTION SYSTEM AND PREDICTION METHOD |
CN202080095662.5A CN115053247A (zh) | 2020-02-07 | 2020-12-28 | 预测装置、预测系统和预测方法 |
PCT/JP2020/049200 WO2021157260A1 (ja) | 2020-02-07 | 2020-12-28 | 予測装置、予測システム、及び予測方法 |
US17/760,144 US20230077160A1 (en) | 2020-02-07 | 2020-12-28 | Prediction apparatus, prediction system, and prediction method |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2020020088A JP7314825B2 (ja) | 2020-02-07 | 2020-02-07 | 予測装置、予測システム、及び予測方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
JP2021125143A true JP2021125143A (ja) | 2021-08-30 |
JP7314825B2 JP7314825B2 (ja) | 2023-07-26 |
Family
ID=77200149
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2020020088A Active JP7314825B2 (ja) | 2020-02-07 | 2020-02-07 | 予測装置、予測システム、及び予測方法 |
Country Status (5)
Country | Link |
---|---|
US (1) | US20230077160A1 (ja) |
EP (1) | EP4102440A4 (ja) |
JP (1) | JP7314825B2 (ja) |
CN (1) | CN115053247A (ja) |
WO (1) | WO2021157260A1 (ja) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP4167153A1 (en) * | 2021-10-12 | 2023-04-19 | Yokogawa Electric Corporation | Cultivation support system, cultivation support method, and program |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2018201417A (ja) * | 2017-06-05 | 2018-12-27 | 株式会社スプレッド | 収量予測システム |
JP2019128703A (ja) * | 2018-01-23 | 2019-08-01 | 富士電機株式会社 | 植物工場における収穫日の調整システムおよびその調整方法 |
Family Cites Families (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7047133B1 (en) * | 2003-01-31 | 2006-05-16 | Deere & Company | Method and system of evaluating performance of a crop |
US20110035246A1 (en) * | 2009-08-10 | 2011-02-10 | Syngenta Participations Ag | Devices, systems, and methods for aiding in pest management decisions |
US9058633B2 (en) * | 2010-10-25 | 2015-06-16 | Trimble Navigation Limited | Wide-area agricultural monitoring and prediction |
KR20130041702A (ko) * | 2011-10-17 | 2013-04-25 | 사단법인 한국온실작물연구소 | 가변형 인공광원을 이용한 온실내 딸기재배방법 및 시스템 |
US20130174040A1 (en) * | 2011-12-30 | 2013-07-04 | Jerome Dale Johnson | Methods, apparatus and systems for generating, updating and executing a crop-planting plan |
US11113649B2 (en) * | 2014-09-12 | 2021-09-07 | The Climate Corporation | Methods and systems for recommending agricultural activities |
US9872433B2 (en) * | 2015-05-14 | 2018-01-23 | Raven Industries, Inc. | System and method for adjusting harvest characteristics |
US10251347B2 (en) * | 2016-01-07 | 2019-04-09 | The Climate Corporation | Generating digital models of crop yield based on crop planting dates and relative maturity values |
US10331931B2 (en) * | 2016-02-05 | 2019-06-25 | The Climate Corporation | Modeling trends in crop yields |
US10028451B2 (en) * | 2016-11-16 | 2018-07-24 | The Climate Corporation | Identifying management zones in agricultural fields and generating planting plans for the zones |
US10699185B2 (en) * | 2017-01-26 | 2020-06-30 | The Climate Corporation | Crop yield estimation using agronomic neural network |
US20180330435A1 (en) * | 2017-05-11 | 2018-11-15 | Harvesting Inc. | Method for monitoring and supporting agricultural entities |
US11263707B2 (en) * | 2017-08-08 | 2022-03-01 | Indigo Ag, Inc. | Machine learning in agricultural planting, growing, and harvesting contexts |
US11222385B2 (en) * | 2018-01-22 | 2022-01-11 | Athenium Llc | Method and system for forecasting crop yield |
US20200005166A1 (en) * | 2018-07-02 | 2020-01-02 | The Climate Corporation | Automatically assigning hybrids or seeds to fields for planting |
US20200154629A1 (en) * | 2018-11-15 | 2020-05-21 | Ag Leader Technology | On the go organic matter sensor and associated systems and methods |
AU2021203604A1 (en) * | 2021-03-09 | 2022-09-29 | Cotton Seed Distributors Ltd | Method and system for monitoring a cotton crop |
US20230073551A1 (en) * | 2021-09-07 | 2023-03-09 | Ag Leader Technology | Row-by-row yield estimation system and related devices and methods |
-
2020
- 2020-02-07 JP JP2020020088A patent/JP7314825B2/ja active Active
- 2020-12-28 WO PCT/JP2020/049200 patent/WO2021157260A1/ja unknown
- 2020-12-28 US US17/760,144 patent/US20230077160A1/en active Pending
- 2020-12-28 EP EP20917443.2A patent/EP4102440A4/en active Pending
- 2020-12-28 CN CN202080095662.5A patent/CN115053247A/zh active Pending
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2018201417A (ja) * | 2017-06-05 | 2018-12-27 | 株式会社スプレッド | 収量予測システム |
JP2019128703A (ja) * | 2018-01-23 | 2019-08-01 | 富士電機株式会社 | 植物工場における収穫日の調整システムおよびその調整方法 |
Non-Patent Citations (2)
Title |
---|
宇佐見仁英、ほか2名: "閉鎖型植物工場での植物栽培における知的問題解決環境", 計算工学講演会論文集 [CD−ROM], vol. 第18巻, JPN6021010221, 19 June 2013 (2013-06-19), JP, pages 1 - 4, ISSN: 0005005998 * |
村上紗彩、ほか4名: "植物工場運用データの統計的非線形因果構造解析アプローチの一検討", 平成30年 電気学会全国大会 講演論文集 [DVD−ROM], JPN6021010220, 5 March 2018 (2018-03-05), JP, pages 155 - 156, ISSN: 0005005997 * |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP4167153A1 (en) * | 2021-10-12 | 2023-04-19 | Yokogawa Electric Corporation | Cultivation support system, cultivation support method, and program |
JP2023057959A (ja) * | 2021-10-12 | 2023-04-24 | 横河電機株式会社 | 栽培支援システム、栽培支援方法、及びプログラム |
JP7476863B2 (ja) | 2021-10-12 | 2024-05-01 | 横河電機株式会社 | 栽培支援システム、栽培支援方法、及びプログラム |
Also Published As
Publication number | Publication date |
---|---|
EP4102440A4 (en) | 2024-02-28 |
WO2021157260A1 (ja) | 2021-08-12 |
JP7314825B2 (ja) | 2023-07-26 |
CN115053247A (zh) | 2022-09-13 |
EP4102440A1 (en) | 2022-12-14 |
US20230077160A1 (en) | 2023-03-09 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP6942790B2 (ja) | 情報処理装置および情報処理方法 | |
JP7162442B2 (ja) | プロセス及び製造業における業績評価指標のデータに基づく最適化のための方法及びシステム | |
JP2016101117A (ja) | 情報処理装置及び情報処理方法及びプログラム | |
Confalonieri et al. | A model for simulating the height of rice plants | |
Abbasi et al. | An ontology model to support the automated design of aquaponic grow beds | |
WO2021145081A1 (ja) | 支援システム、及び支援方法 | |
JP2018099067A (ja) | 生育管理装置、生育管理方法、及び、プログラム | |
KR20210109575A (ko) | 정보 처리 장치 및 정보 처리 시스템 | |
WO2021157260A1 (ja) | 予測装置、予測システム、及び予測方法 | |
JP2020144720A (ja) | 機械学習プログラム、機械学習方法および機械学習装置 | |
KR102188768B1 (ko) | 시설 운영 이력을 저장할 수 있는 스마트팜 운영 시스템 | |
KR20210114751A (ko) | 작물의 생육량 예측 방법 및 장치 | |
JP2021023177A (ja) | 作物特性予測システム、作物特性予測方法、及び作物特性予測プログラム | |
Sharifi et al. | Verifying optimality of rainfed agriculture using a stochastic model for drought occurrence | |
Tripathy et al. | Smart farming based on deep learning approaches | |
KR102542661B1 (ko) | 농작물 생산량 예측을 위한 사용자 인터페이스 제공 장치 및 방법 | |
Gujar et al. | Intelligent Irrigation System for Agriculture using IoT and Machine Learning | |
Sitienei et al. | An Application of K-Nearest-Neighbor Regression in Maize Yield Prediction | |
Stojanovic et al. | Real-time water quality monitoring in aquaculture using IoT sensors and cloud-based analytics | |
JP6810967B2 (ja) | 農業モデル普及システム、農業モデル普及方法及び農業モデル普及プログラム | |
JP7476863B2 (ja) | 栽培支援システム、栽培支援方法、及びプログラム | |
Potluri et al. | Agriculture and AI: A Subtle Conjunction of Predictive Analysis and Voice Assistance in the World of Agriculture | |
KR101546321B1 (ko) | 동적 수식 처리를 이용한 생육 결과 분석 프로그램이 저장된 컴퓨터로 읽을 수 있는 기록매체 및 생육 결과 분석 방법 | |
Shahid et al. | Data Driven Yield Predictive Analytics of Major Crops in Punjab | |
Faruque et al. | IOT BASED AGRICULTURAL MONITORING SYSTEM |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20220225 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20221108 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20221219 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20230307 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230427 |
|
TRDD | Decision of grant or rejection written | ||
A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20230613 |
|
A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20230626 |
|
R150 | Certificate of patent or registration of utility model |
Ref document number: 7314825 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |