CN113506182A - Modularized agricultural planting technology popularization system based on Internet of things - Google Patents

Modularized agricultural planting technology popularization system based on Internet of things Download PDF

Info

Publication number
CN113506182A
CN113506182A CN202110593932.1A CN202110593932A CN113506182A CN 113506182 A CN113506182 A CN 113506182A CN 202110593932 A CN202110593932 A CN 202110593932A CN 113506182 A CN113506182 A CN 113506182A
Authority
CN
China
Prior art keywords
data
test
unit
field
monitoring
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.)
Pending
Application number
CN202110593932.1A
Other languages
Chinese (zh)
Inventor
张立军
张建晓
胡传芳
王红
张红彦
侯宏
邹春雅
宋祎莹
张壮壮
宋园红
裴天宇
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Zhenping Agricultural Technology Extension Center
Original Assignee
Zhenping Agricultural Technology Extension Center
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 Zhenping Agricultural Technology Extension Center filed Critical Zhenping Agricultural Technology Extension Center
Priority to CN202110593932.1A priority Critical patent/CN113506182A/en
Publication of CN113506182A publication Critical patent/CN113506182A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/02Agriculture; Fishing; Forestry; Mining
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16YINFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
    • G16Y10/00Economic sectors
    • G16Y10/05Agriculture

Landscapes

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Agronomy & Crop Science (AREA)
  • General Business, Economics & Management (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Physics & Mathematics (AREA)
  • Mining & Mineral Resources (AREA)
  • General Health & Medical Sciences (AREA)
  • Marine Sciences & Fisheries (AREA)
  • Marketing (AREA)
  • Primary Health Care (AREA)
  • Strategic Management (AREA)
  • Tourism & Hospitality (AREA)
  • Health & Medical Sciences (AREA)
  • Animal Husbandry (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Accounting & Taxation (AREA)
  • Development Economics (AREA)
  • Computing Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The invention discloses a modularized agricultural planting technology popularization system based on the Internet of things, which comprises a test uploading module, a terminal user module and a cloud service module; carry out real-time continuous control to the experimental field through experimental module of uploading to maintain and manage by relevant managers, with the maintenance processing operation mode of experimental field and the crop health management condition that finally reaches upload to high in the clouds service module, made things convenient for convenient quick access of ordinary grower and study, can carry out more extensive more effectual popularization, simultaneously, the problem that empirical formula mode of imparting can't accurately convey has been avoided to scientific audio-visual data.

Description

Modularized agricultural planting technology popularization system based on Internet of things
Technical Field
The invention relates to the technical field of modern agricultural planting, in particular to a modularized agricultural planting technology popularization system based on the Internet of things.
Background
China is a large country in traditional agricultural production, and in recent years, the rapid development of agricultural technology in China greatly improves the technical level of agricultural planting, and makes great contribution to the development of global agricultural technology and the basic guarantee of population.
In order to better develop agricultural planting technology, find crop planting modes suitable for different geographical areas, improve crop output and output quality and enable more common growers without professional planting knowledge to plant more scientifically and efficiently, in the prior art, more planting demonstration bases or planting test fields and the like are arranged at various positions throughout the country, technicians obtain planting methods suitable for crops at the current geographical position through continuous recording and analysis in the planting process, and then teach the planting methods to the common growers.
Although the planting technology promotion mode of the manual record professor in the prior art can solve the problem in more detail through manual promotion and is easier to understand, a great deal of problems still exist in the planting technology promotion mode, the area which can be covered by manual promotion is very limited with a grower, the grower can not study and inquire according to the requirements anytime and anywhere, meanwhile, the promotion mode is more limited on the experience, and the grower can not intuitively and comprehensively monitor the agricultural products to understand the planting experience promoted by technicians.
Disclosure of Invention
The invention aims to provide a modularized agricultural planting technology popularization system based on the Internet of things, and aims to solve the problems in the background technology.
In order to achieve the purpose, the invention provides the following technical scheme:
a modular farming techniques popularization system based on thing networking, the popularization system includes:
the test uploading module is used for generating monitoring information data of a test field, receiving regulation and control recording data, generating test recording data according to the monitoring information data and the regulation and control recording data, and sending the test recording data, wherein the detection information data is used for representing the environment of the test field, the health condition of crops and the like, and the regulation and control recording data is used for representing the processing operation executed on the test field;
the terminal user module is used for generating detection information data of the terminal field, sending a test data request and receiving feedback data; and
and the cloud service module is used for receiving and storing the test record data, performing tagging processing on the test record data, receiving and responding to a test data request, and generating and sending feedback data.
As a further scheme of the invention: the test upload module comprises:
the test detection unit is used for monitoring the relevant planting data of the test field and representing the growth environment and the state of the crops;
the processing recording unit is used for receiving and storing the processing operation executed on the test field;
the test record generating unit is used for generating the crop growth environment and the crop growth state recorded by the test detecting unit before and after the processing operation corresponding to the processing recording unit; and
and the position acquisition unit is used for acquiring and recording the geographical position information of the test field.
As a further scheme of the invention: the test detection unit includes:
the environment monitoring subunit is used for monitoring climate environment data of the test field, wherein the data comprise temperature, humidity and wind speed;
the soil detection subunit is used for monitoring the soil environment of the test field, and comprises temperature, humidity, pH value and nutrition information;
a pest detection subunit, configured to monitor pest conditions of the test field; and
and the crop state subunit is used for monitoring the crop growth state of the test field.
As a further scheme of the invention: the test record generating unit includes:
the front state subunit is used for recording the planting data of the test field in a period of time before the processing operation;
the processing and saving subunit is used for recording the content of the processing operation;
a post-state subunit, configured to record planting data of the test field for a period of time after the processing operation; and
and the label subunit is used for receiving and storing the processing label of the test record generating unit.
As a further scheme of the invention: the cloud service module comprises:
the data receiving unit is used for receiving the test record data;
the data storage unit is used for storing the test record data;
the request response unit is used for receiving the test request data; and
and the data feedback unit is used for responding to the test request data and generating and sending feedback data according to the test request data.
As a further scheme of the invention: the end user module comprises:
the geographic information unit is used for acquiring geographic position information of the terminal field;
the terminal environment unit is used for monitoring the climate environment data of the terminal field;
the terminal soil unit is used for monitoring the soil environment of the terminal field;
a terminal pest unit for monitoring pest condition of the terminal field
The terminal crop unit is used for monitoring the crop growth state of the terminal field; and
and a request transmitting unit for transmitting the test data request signal.
As a further scheme of the invention: the data feedback unit includes:
the geographic feedback unit is used for retrieving the data storage unit according to the geographic position information of the terminal field, acquiring the geographic position information of the test fields with adjacent geographic positions, generating position relative information and generating and outputting geographic position feedback data; and
and the data transmitting unit is used for receiving a test data request signal containing the geographical position information of the test field, reading and transmitting the test record data of the test field provided with the processing tag.
Compared with the prior art, the invention has the beneficial effects that: carry out real-time continuous control to the experimental field through experimental module of uploading to maintain and manage by relevant managers, with the maintenance processing operation mode of experimental field and the crop health management condition that finally reaches upload to high in the clouds service module, made things convenient for convenient quick access of ordinary grower and study, can carry out more extensive more effectual popularization, simultaneously, the problem that empirical formula mode of imparting can't accurately convey has been avoided to scientific audio-visual data.
Drawings
Fig. 1 is a block diagram of module interaction of a modular farming technology popularization system based on the internet of things.
Fig. 2 is a structural block diagram of a test uploading module in a modular farming technology popularization system based on the internet of things.
Fig. 3 is a block diagram of a test detection unit in a modular farming technology popularization system based on the internet of things.
Fig. 4 is a block diagram of a test record generation unit in a modular agricultural planting technology promotion system based on the internet of things.
Fig. 5 is a block diagram of a cloud-side service module in a modular farming technology popularization system based on the internet of things.
Fig. 6 is a block diagram of a structure of an end user module in a modular farming technology popularization system based on the internet of things.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
The following detailed description of specific embodiments of the present invention is provided in connection with specific embodiments.
As shown in fig. 1, a modular agricultural planting technology promotion system based on the internet of things according to an embodiment of the present invention includes:
s100, a test uploading module is used for generating monitoring information data of the test field, receiving regulation and control record data, generating test record data according to the monitoring information data and the regulation and control record data, and sending the test record data, wherein the detection information data are used for representing the environment of the test field, the health condition of crops and the like, and the regulation and control record data are used for representing the processing operation executed on the test field.
And S200, the terminal user module is used for generating detection information data of the terminal field, sending a test data request and receiving feedback data.
And S300, the cloud service module is used for receiving and storing the test record data, performing tagging processing on the test record data, receiving and responding to a test data request, and generating and sending feedback data.
In the embodiment of the invention, S100 is jointly generated by a test field and planting maintenance personnel of the test field, a plurality of planting and management schemes aiming at different crops are obtained to serve as a guidance function for planting the crops in the area and are uploaded to the S300 cloud server for storage so as to be used by the terminal user module S200, namely an individual planting user for access and study reference, and both S100 and S300 can monitor the growing environment and state of the crops to serve as a basis for maintaining the crops.
As shown in fig. 2 to 4, as another preferred embodiment of the present invention, the test uploading module includes:
and S101, a test detection unit for monitoring the relevant planting data of the test field and representing the growth environment and state of the crops.
And S102, a processing recording unit for receiving and storing the processing operation executed on the test field.
And S103, generating a test record generating unit, wherein the test record generating unit is used for generating the crop growth environment and the crop growth state recorded by the test detection unit before and after the processing operation corresponding to the processing recording unit.
And S104, a position obtaining unit is used for obtaining and recording the geographical position information of the test field.
Specifically, the test detection unit includes:
and the S1011 environment monitoring subunit is used for monitoring the climate environment data of the test field, including temperature, humidity and wind speed.
And S1012, a soil detection subunit, configured to monitor the soil environment of the test field, including temperature, humidity, pH value, and nutrition information.
And S1013, a pest detection subunit, which is used for monitoring the pest condition of the test field.
And S1014, a crop state subunit, which is used for monitoring the crop growth state of the test field.
More specifically, the test record generating unit includes:
and S1031, a previous state subunit, which is used for recording the planting data of the test field in a period of time before the processing operation.
And S1032, a processing and saving subunit, configured to record the content of the processing operation.
And S1033, a post-state subunit, which is used for recording the planting data of the test field after a period of time after the processing operation.
And S0134, a label subunit, configured to receive and store the processing label of the test record generating unit.
In the embodiment of the present invention, the test uploading module S100 is described and divided in detail according to its functions and actions, where it needs to be described that the test record generating unit S103 works in a recording manner, and the content is intercepted and uploaded by a manager in a test field, so as to facilitate an individual grower, that is, a manager in a terminal field, to access the required information content more conveniently, where the purpose of the tag subunit is to tag the test record generating unit S103 to show the relevance of the content of the record included in the unit, and the related subunits of the test detecting unit S101 are all composed of corresponding sensors capable of implementing their functions and a related sensor minimum system.
As shown in fig. 2, as another preferred embodiment of the present invention, the end user module includes:
and S301, a geographic information unit for acquiring geographic position information of the terminal field.
And S302, a terminal environment unit is used for monitoring the climate environment data of the terminal field.
And S303, a terminal soil unit for monitoring the soil environment of the terminal field.
And S304, a terminal pest unit for monitoring pest conditions of the terminal field.
And S305, a terminal crop unit for monitoring the crop growth state of the terminal field.
S306, a request transmitting unit for transmitting a test data request signal.
In the embodiment of the present invention, the end user module S300 is described and divided in detail according to its function and action, and the relevant environment acquisition content of the end user module S300 corresponds to the test uploading module S100.
As shown in fig. 2, as another preferred embodiment of the present invention, the cloud service module includes:
and S501, a data receiving unit for receiving the test record data.
And S502, a data storage unit for storing the test record data.
And S503, a request response unit, configured to receive the test request data.
And S504, a data feedback unit for responding to the test request data, and generating and sending feedback data according to the test request data.
Specifically, the data feedback unit includes:
the geographic feedback unit is used for retrieving the data storage unit according to the geographic position information of the terminal field, acquiring the geographic position information of the test fields with adjacent geographic positions, generating position relative information and generating and outputting geographic position feedback data; and
and the data transmitting unit is used for receiving a test data request signal containing the geographical position information of the test field, reading and transmitting the test record data of the test field provided with the processing tag.
In the embodiment of the present invention, the cloud service module S500 mainly provides a storage and access response function, and when the request sending unit S306 in the end user module S300 sends a test data request signal, the request sending unit obtains the geographic position information related to the adjacent test field and the test record data thereof according to the geographic position information of the end user module S300, and sends the test data according to the selection of the user.
It should be understood that, although the steps in the flowcharts of the embodiments of the present invention are shown in sequence as indicated by the arrows, the steps are not necessarily performed in sequence as indicated by the arrows. The steps are not performed in the exact order shown and described, and may be performed in other orders, unless explicitly stated otherwise. Moreover, at least a portion of the steps in various embodiments may include multiple sub-steps or multiple stages that are not necessarily performed at the same time, but may be performed at different times, and the order of performance of the sub-steps or stages is not necessarily sequential, but may be performed in turn or alternately with other steps or at least a portion of the sub-steps or stages of other steps.
It will be understood by those skilled in the art that all or part of the processes of the methods of the embodiments described above can be implemented by a computer program, which can be stored in a non-volatile computer-readable storage medium, and can include the processes of the embodiments of the methods described above when the program is executed. Any reference to memory, storage, database, or other medium used in the embodiments provided herein may include non-volatile and/or volatile memory, among others. Non-volatile memory can include read-only memory (ROM), Programmable ROM (PROM), Electrically Programmable ROM (EPROM), Electrically Erasable Programmable ROM (EEPROM), or flash memory. Volatile memory can include Random Access Memory (RAM) or external cache memory. By way of illustration and not limitation, RAM is available in a variety of forms such as Static RAM (SRAM), Dynamic RAM (DRAM), Synchronous DRAM (SDRAM), Double Data Rate SDRAM (DDRSDRAM), Enhanced SDRAM (ESDRAM), Synchronous Link DRAM (SLDRAM), Rambus Direct RAM (RDRAM), direct bus dynamic RAM (DRDRAM), and memory bus dynamic RAM (RDRAM).
Other embodiments of the disclosure will be apparent to those skilled in the art from consideration of the specification and practice of the disclosure herein. This application is intended to cover any variations, uses, or adaptations of the disclosure following, in general, the principles of the disclosure and including such departures from the present disclosure as come within known or customary practice within the art to which the disclosure pertains. It is intended that the specification and examples be considered as exemplary only, with a true scope and spirit of the disclosure being indicated by the following claims.
It will be understood that the present disclosure is not limited to the precise arrangements described above and shown in the drawings and that various modifications and changes may be made without departing from the scope thereof. The scope of the present disclosure is limited only by the appended claims.

Claims (7)

1. The utility model provides a modularization farming technique popularization system based on thing networking which characterized in that, the popularization system includes:
the test uploading module is used for generating monitoring information data of a test field, receiving regulation and control recording data, generating test recording data according to the monitoring information data and the regulation and control recording data, and sending the test recording data, wherein the detection information data is used for representing the environment of the test field, the health condition of crops and the like, and the regulation and control recording data is used for representing the processing operation executed on the test field;
the terminal user module is used for generating detection information data of the terminal field, sending a test data request and receiving feedback data; and
and the cloud service module is used for receiving and storing the test record data, performing tagging processing on the test record data, receiving and responding to a test data request, and generating and sending feedback data.
2. The internet of things-based modular farming technology deployment system of claim 1, wherein the trial upload module comprises:
the test detection unit is used for monitoring the relevant planting data of the test field and representing the growth environment and the state of the crops;
the processing recording unit is used for receiving and storing the processing operation executed on the test field;
the test record generating unit is used for generating the crop growth environment and the crop growth state recorded by the test detecting unit before and after the processing operation corresponding to the processing recording unit; and
and the position acquisition unit is used for acquiring and recording the geographical position information of the test field.
3. The internet of things-based modular farming technology promotion system of claim 2, wherein the test detection unit comprises:
the environment monitoring subunit is used for monitoring climate environment data of the test field, wherein the data comprise temperature, humidity and wind speed;
the soil detection subunit is used for monitoring the soil environment of the test field, and comprises temperature, humidity, pH value and nutrition information;
a pest detection subunit, configured to monitor pest conditions of the test field; and
and the crop state subunit is used for monitoring the crop growth state of the test field.
4. The Internet of things-based modular agricultural planting technology promotion system according to claim 3, wherein the test record generation unit comprises:
the front state subunit is used for recording the planting data of the test field in a period of time before the processing operation;
the processing and saving subunit is used for recording the content of the processing operation;
a post-state subunit, configured to record planting data of the test field for a period of time after the processing operation; and
and the label subunit is used for receiving and storing the processing label of the test record generating unit.
5. The internet of things-based modular farming technology deployment system of claim 1, wherein the cloud service module comprises:
the data receiving unit is used for receiving the test record data;
the data storage unit is used for storing the test record data;
the request response unit is used for receiving the test request data; and
and the data feedback unit is used for responding to the test request data and generating and sending feedback data according to the test request data.
6. The internet of things-based modular farming technology promotional system according to claim 1, wherein the end user module comprises:
the geographic information unit is used for acquiring geographic position information of the terminal field;
the terminal environment unit is used for monitoring the climate environment data of the terminal field;
the terminal soil unit is used for monitoring the soil environment of the terminal field;
a terminal pest unit for monitoring pest condition of the terminal field
The terminal crop unit is used for monitoring the crop growth state of the terminal field; and
and a request transmitting unit for transmitting the test data request signal.
7. The Internet of things-based modular farming technology promotion system of claim 4, 5 or 6, wherein the data feedback unit comprises:
the geographic feedback unit is used for retrieving the data storage unit according to the geographic position information of the terminal field, acquiring the geographic position information of the test fields with adjacent geographic positions, generating position relative information and generating and outputting geographic position feedback data; and
and the data transmitting unit is used for receiving a test data request signal containing the geographical position information of the test field, reading and transmitting the test record data of the test field provided with the processing tag.
CN202110593932.1A 2021-05-28 2021-05-28 Modularized agricultural planting technology popularization system based on Internet of things Pending CN113506182A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202110593932.1A CN113506182A (en) 2021-05-28 2021-05-28 Modularized agricultural planting technology popularization system based on Internet of things

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202110593932.1A CN113506182A (en) 2021-05-28 2021-05-28 Modularized agricultural planting technology popularization system based on Internet of things

Publications (1)

Publication Number Publication Date
CN113506182A true CN113506182A (en) 2021-10-15

Family

ID=78008689

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202110593932.1A Pending CN113506182A (en) 2021-05-28 2021-05-28 Modularized agricultural planting technology popularization system based on Internet of things

Country Status (1)

Country Link
CN (1) CN113506182A (en)

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103208048A (en) * 2013-04-22 2013-07-17 天津市农业技术推广站 System architecture for agricultural information service platform
CN103745407A (en) * 2013-12-31 2014-04-23 南京农业大学 Method and system for making precise crop cultivation scheme through smart mobile phone and GPS (global positioning system)
CN103810640A (en) * 2014-02-21 2014-05-21 孙克 Mobile phone positioning type soil testing and formulated fertilization service platform implementation method and system
CN103927685A (en) * 2014-04-23 2014-07-16 广西力源宝科技有限公司 Agricultural (forestal) intelligent fertilizer applying system
CN106060147A (en) * 2016-06-23 2016-10-26 甘肃新航程农业科技有限公司 Cloud service system for providing remote service for service object by agricultural technical service personnel
CN107103555A (en) * 2017-04-28 2017-08-29 陕西理工大学 A kind of modularization agricultural planting technique extension system based on Internet of Things

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103208048A (en) * 2013-04-22 2013-07-17 天津市农业技术推广站 System architecture for agricultural information service platform
CN103745407A (en) * 2013-12-31 2014-04-23 南京农业大学 Method and system for making precise crop cultivation scheme through smart mobile phone and GPS (global positioning system)
CN103810640A (en) * 2014-02-21 2014-05-21 孙克 Mobile phone positioning type soil testing and formulated fertilization service platform implementation method and system
CN103927685A (en) * 2014-04-23 2014-07-16 广西力源宝科技有限公司 Agricultural (forestal) intelligent fertilizer applying system
CN106060147A (en) * 2016-06-23 2016-10-26 甘肃新航程农业科技有限公司 Cloud service system for providing remote service for service object by agricultural technical service personnel
CN107103555A (en) * 2017-04-28 2017-08-29 陕西理工大学 A kind of modularization agricultural planting technique extension system based on Internet of Things

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
徐识蒲: "MVC模式在上海市农业科学院庄行综合试验站信息管理平台的应用", 《中国农学通报》 *

Similar Documents

Publication Publication Date Title
CN109583301B (en) Method and device for predicting optimal external planting conditions in crop growth process
KR20210109575A (en) Information processing devices and information processing systems
KR20190100541A (en) Smart farm management system using data analysis technique
Widyawati et al. Design and prototype development of internet of things for greenhouse monitoring system
KR102387765B1 (en) Method and apparatus for estimating crop growth quantity
Cordova-Rozas et al. A cloud monitoring system for aquaculture using iot
EP3032473A1 (en) Method and system for classifying plant disease through crowdsourcing using a mobile communication device
Cheema et al. Information technology for sustainable agriculture
CN105488731A (en) System for agricultural standard information tracking service platform
AU2021105327A4 (en) A computer implemented and IoT based method for increasing crop production using machine learning model
Sudduth et al. AI down on the farm
US11185007B1 (en) Methods and systems for prioritizing management of agricultural fields
JP2021012483A (en) Plant cultivation management system and plant cultivation management device
KR102381491B1 (en) Information providing system for crop cultivation
CN113506182A (en) Modularized agricultural planting technology popularization system based on Internet of things
CN109871427A (en) A kind of plant database method for building up and device based on paper
US20230082714A1 (en) Soil Property Model Using Measurements of Properties of Nearby Zones
CN115690609A (en) Method for monitoring growth vigor of crops in growth period
Anoop et al. Iot based smart warehousing using machine learning
Komninos et al. Internet of things applications on monitoring hydroponics through wireless sensor networks
Devi et al. IoT based root rot detection system
Fletcher et al. Ph monitoring for liquid fertilizer management in black pepper farming
KR102451509B1 (en) Smart Soil Management System
US11574466B2 (en) Machine learning methods and systems for variety profile index crop characterization
JP7437061B2 (en) Growth environment prediction device, growth environment control system, and growth environment prediction method

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination