CN1631098A - Insufficient irrigation forecast and control method - Google Patents

Insufficient irrigation forecast and control method Download PDF

Info

Publication number
CN1631098A
CN1631098A CN 200310113040 CN200310113040A CN1631098A CN 1631098 A CN1631098 A CN 1631098A CN 200310113040 CN200310113040 CN 200310113040 CN 200310113040 A CN200310113040 A CN 200310113040A CN 1631098 A CN1631098 A CN 1631098A
Authority
CN
China
Prior art keywords
crop
water
soil
irrigation
stage
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
Application number
CN 200310113040
Other languages
Chinese (zh)
Other versions
CN1324949C (en
Inventor
孙宇瑞
冯绍元
林剑辉
丁日升
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.)
China Agricultural University
Original Assignee
China Agricultural University
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 China Agricultural University filed Critical China Agricultural University
Priority to CNB2003101130409A priority Critical patent/CN1324949C/en
Publication of CN1631098A publication Critical patent/CN1631098A/en
Application granted granted Critical
Publication of CN1324949C publication Critical patent/CN1324949C/en
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

Links

Images

Landscapes

  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Cultivation Of Plants (AREA)

Abstract

The invention discloses an insufficient irrigation forecast and control method which consists of, determining crop objects, calling crop growth cycle L, divided growth phase, water requirement for crops at each phase and degree of priority of water demand from system data base, determining the zone and its size executed by the non-sufficient irrigation, calling the zone's soil and meteorological data, calculating each phase's maximum evaporating value ET[mi], determining the current water supply amount W[i], the current soil moisture content theta [i], calculating the water demand amount of the crop in phase I, utilizing a storage model to calculate the optimum water filling amount m[10] of the crop in phase I, irrigation predetermined amount M[0] and optimum water filling cycle t[0], transforming the calculated m[10], M[0] and t[0] into control value to special irrigation device controller.

Description

A kind of insufficient irrigation forecast and control method
Technical field
The present invention relates to the forecast control method that irrigation and water conservancy is irrigated, relate in particular to a kind of insufficient irrigation forecast and control method.The present invention is according to the concrete condition of zones of different, input by relevant parameter, according to insufficient irrigation technical indicator system, provide the forecast of regional agriculture water and the regional agriculture water is carried out certain adjusting and control according to this forecast, belong to the farmland water conservancy works field.
Background technology
Though China is a resource big country, because water is few per capita, factors such as water region imbalance make agricultural water-saving irrigation become an important breakthrough mouth of current agricultural production and even whole national economy development.Insufficient irrigation is meant when water resource is not enough to satisfy crop and generates required abundant water, a kind of irrigation program of existing water resource being carried out optimum allocation.When the water resource deficiency, in the time of can only adopting insufficient irrigation, how (Different Crop, different regions etc.) reasonably distribute limited duty on time (the different vegetative stages of crop) and space, to obtain the highest output or income, the underproduction loss that lack of water is caused is minimum, is one of problem of carrying out most critical in the insufficient irrigation.Theory, the technology of insufficient irrigation are combined, then the final purpose and the meaning of the abundant irrigation technique research of right and wrong with actual.
Though currently in the insufficient irrigation theoretical research, obtained many achievements, mainly be confined to angle qualitatively, be a kind of discussion of imperfect irrigation program.Therefore, these achievements in research obviously can not satisfy " deciding water to produce " or " with the water fixed output quota " that proposes in the irrigation management, drop into the water yield and the output that can gather in the crops between the quantitative relationship requirement; Or water distributes the quantitative requirement between the change of production that causes at different times.
Summary of the invention
The technical problem to be solved in the present invention is, at the deficiencies in the prior art, a kind of insufficient irrigation forecast and control method are proposed, need water index according to the different regions Different Crop, in conjunction with locality actual conditions then, provide insufficient irrigation forecast and control index, in order to the guiding agricultural production water or directly control the operation of this ground irrigation installation.
Technical problem to be solved by this invention is achieved by the following technical solution:
A kind of insufficient irrigation forecast and control method, this method comprises the steps:
Step 1: according to the crop object of determining, from system database, call the plant growth period L, divide vegetative stage, per stage water demand of crop V iAnd need water degree of priority λ iEtc. related data;
Step 2: determine zone and area size that insufficient irrigation is carried out, from system database, call this regional soil, meteorological data, comprise rainfall R i, temperature T i, soil types T s, bulk density of soil ρ, field capacity h etc.;
Step 3: calculate maximum transpiration quantity ET of each stage Mi
Step 4: determine current available water W i, current soil soil moisture content θ i
Step 5: calculate crop in i stage water requirement; Adopt inventory model, calculate this crop at best irrigating water quota m of i stage 10, irrigation norm M 0, and the best t irrigation frequency 0
Step 6: will calculate m 10, M 0, t 0Change into controlled quentity controlled variable and export to special-purpose irrigation installation controller.
Aforesaid method after the described step 6, is returned the available water that step 4 is calculated next stage, irrigates the back soil moisture content; Finish until all stages.
Aforesaid method also comprises, calculates the crop failure ratio according to following model;
Y a Y m = Π i = 1 n ( ET ai ET mi ) λ i
In the formula:
N is the number of dividing in the stage;
λ iIt is i stage lack of water Sensitivity Index;
Ya is the crop actual production, kg/ mu or t/hm2;
Ym is the crop potential production, kg/ mu or t/hm2;
ETai is the actual transpiration quantity in i stage, mm/d or m3/ (mu d);
ETmi is the potential transpiration quantity in i stage, mm/d or m3/ (mu d).
The present invention is used for agricultural production, make the insufficient irrigation technology become possibility in the first-line practical application of agricultural production, accurately prediction the crop underproduction degree that may occur in water-stressed conditions, for carrying out of various work prepared sufficient information and time.The present invention can PDA be the hardware implementation platform, volume is little, easy to carry, have simple to operate, multiple functional, advantage such as adaptability is strong is fit to the technical staff and administrative staff's use of agricultural production one line, provide information and decision-making foundation accurately for it instructs industrial water, have vast market prospect.
Description of drawings
Fig. 1 is the flow chart of the method for the invention.
Embodiment
Below in conjunction with the drawings and specific embodiments technical scheme of the present invention is described in detail.
The present invention lays particular emphasis on the quantity of output and Relationship with Yield and expresses, and proposes a cover complete insufficient irrigation forecast and control method, and can calculate the different harvest fluctuations that cause of different growing water supply.The management objectives that are " with the water fixed output quota " or " deciding water to produce " are implemented, so the water yield full vegetative period distribute change with the output RESPONSE CALCULATION provide may with facility.
Technical scheme of the present invention as shown in Figure 1, this method comprises the steps:
With portable digital device, for example: PDA is a platform, is the insufficient irrigation forecast control method of core with the forecast of regional farmland insufficient irrigation water with control system, is divided into several steps:
Step 1: determine the crop object, such as wheat, corn, cotton etc.;
Step 2:, from system database, call plant growth period L, vegetative stage division (I stage altogether), per stage water demand of crop V according to the crop object of determining iAnd need water degree of priority λ iEtc. related data;
Step 3: determine zone and area size that insufficient irrigation is carried out;
Step 4: according to determined zone, from system database, call this regional soil, meteorological data, comprise rainfall R i, temperature T i, soil types T s, bulk density of soil ρ, field capacity h etc.;
Step 5: according to crop and area information, determine the parameter of mathematical model, promptly calculate maximum transpiration quantity ET of each stage Mi
Formula: ET is adopted in the calculating of maximum transpiration quantity m=K cET 0
In the formula: K cBe crop coefficient, ET 0Utilize the Penman-Monteith formula to calculate,
ET 0 = 0.408 Δ ( R n - G ) + γ 900 T + 273 U 2 ( e s - e d ) Δ + γ ( 1 + 0.34 U 2 )
Wherein: ET 0Be reference crop water requirement (mm/d), R nBe crop surface net radiation amount (MJ/m2d), G is soil heat flux (MJ/m2d), and Δ is saturation vapour pressure and temperature relation slope of a curve (kPa/ ℃), and γ is moisture meter constant (kPa/ a ℃), and T is an average temperature of air, with degree centigrade (℃) expression, U 2Be the wind speed (m/s) of above 2m eminence, e on ground sBe saturation of the air vapour pressure (kPa), e dFor the air actual vapor is pressed (kPa);
Step 6: determine current out of Memory, comprise current available water W i, current soil soil moisture content θ i
The current soil soil moisture content adopts instrument directly to measure or uses formula:
10 γHθ t = 10 γ Hθ 0 + Σ 0 t P 0 + Σ 0 t βET
In the formula, θ tBe average soil moisture content in the t day crop root water accepting layer (degree of depth is H) (accounting for) in the heavy % of soil, down together; θ 0Be the first soil moisture content of forecasting period; P 0Be effective precipitation (mm); β=1-k/100, k are recharge of ground water coefficient (%), the dry density of soil in the γ plan wettable layer, t/m3;
Step 7:, calculate crop at i stage water requirement (i from 1 to I) according to above information.Adopt inventory model, the information that provides according to step 2, four, six is the model input parameter, calculates this crop at best irrigating water quota m of i stage 10, irrigation norm M 0, and the best t irrigation frequency 0
Step 8: calculating m 10, M 0, t 0After, this information is shown to the technical staff, instruct it carry out to irrigate, or change into controlled quentity controlled variable and export to special-purpose irrigation installation controller;
Best irrigation norm calculates and adopts formula: m=10 γ H (θ MaxMin)
θ wherein MinBe the minimum moisture content that crop allows, θ MaxThe high-moisture percentage that allows for crop.
Calculate best irrigation frequency and adopt formula: 10 γHθ t = 10 γH θ 0 + Σ 0 t P 0 + Σ 0 t βET , Work as θ tDrop to θ MinDate be the best and pour water the phase;
Step 9: calculate after executing this stage insufficient irrigation, calculate the available water W of next stage I+1, irrigate back soil moisture content θ I+1
Step 10: turn to next stage, continue execution in step seven, finish until all stages;
Step 11: calculate the crop failure ratio according to following model;
The model of this method: Y a Y m = Π i = 1 n ( ET ai ET mi ) λ i
In the formula: the number that the n stage divides;
λ iI stage lack of water Sensitivity Index, the size of this value reflect the underproduction degree that causes after this stage lack of water, i.e. λ iBe worth greatly more, underproduction rate is big more;
Ya crop actual production, kg/ mu or t/hm2;
Ym crop potential production, kg/ mu or t/hm2;
The actual transpiration quantity in ETai i stage, mm/d or m3/ (mu d);
The potential transpiration quantity in ETmi i stage, mm/d or m3/ (mu d).
To 2002 inclined to one side years of drought in arid and semi-arid area, North China, utilize testing data, formulate the irrigation strategy of winter wheat in breeding time.Experiment station's soil is light loam, unit weight 1.395g/cm, field specific retention 19.8% (it is heavy to account for dry ground).During calculated with mathematical model, at first calculate maximum transpiration quantity of each stage, and then carry out the water yield and distribute according to meteorological data.Now carry out water yield allocation optimized respectively by inventory model, result of calculation sees the following form.As can be seen from the table, the key water of winter wheat is jointing~heading~pustulation period, when water shortage, at first supplies with this two stage waters, obtains the output of maximum maximum to guarantee crop.
Growing stage sows~tillers~turns green~jointing jointing~heading heading~grouting grouting~maturation
Plan depth of wetted soil (m) 0.5 0.7 0.8 1.0 1.2 1.2 Sensitivity Indexs, 0.0994 0.0406 0.0370 0.2896 0.2089 0.001 rainfalls (mm) 25.7 36.6 8.3 2.9 2.1 41.7 increments of groundwater 0.0 0.0 0.0 0.0 0.0 0.0 (m3/hm 2)
Can distribute the water yield) 300 300 (m 3/hm 2)?????600?????????????????????????????????300?????????300 ????????????????900?????????????????????300?????????300?????????300 ????????????????1200????????????????????300?????????300+300?????300 ????????????????1500????????????????????300+300?????300+300?????300
It should be noted last that: above embodiment is the unrestricted technical scheme of the present invention in order to explanation only, although the present invention is had been described in detail with reference to the foregoing description, those of ordinary skill in the art is to be understood that: still can make amendment or be equal to replacement the present invention, and not breaking away from any modification or partial replacement of the spirit and scope of the present invention, it all should be encompassed in the middle of the claim scope of the present invention.

Claims (3)

1, a kind of insufficient irrigation forecast and control method, it is characterized in that: this method comprises the steps:
Step 1: according to the crop object of determining, from system database, call the plant growth period L, divide vegetative stage, per stage water demand of crop V iAnd need water degree of priority λ iEtc. related data;
Step 2: determine zone and area size that insufficient irrigation is carried out, from system database, call this regional soil, meteorological data, comprise rainfall R l, temperature T l, soil types T s, bulk density of soil ρ, field capacity h etc.;
Step 3: calculate maximum transpiration quantity ET of each stage Mi
Formula: ET is adopted in the calculating of maximum transpiration quantity m=K cET 0
In the formula: K cBe crop coefficient, ET 0Utilize following formula to calculate,
ET 0 = 0.408 Δ ( R n - G ) + γ 900 T + 273 U 2 ( e s - e d ) Δ + γ ( 1 + 0.34 U 2 )
Wherein: ET 0Be reference crop water requirement (mm/d), R nBe crop surface net radiation amount (MJ/m2d), G is soil heat flux (MJ/m2d), and Δ is saturation vapour pressure and temperature relation slope of a curve (kPa/ ℃), and γ is moisture meter constant (kPa/ a ℃), and T is an average temperature of air, with degree centigrade (℃) expression, U 2Be the wind speed (m/s) of above 2m eminence, e on ground sBe saturation of the air vapour pressure (kPa), e dFor the air actual vapor is pressed (kPa);
Step 4: determine current available water W i, current soil soil moisture content θ t
The current soil soil moisture content adopts instrument directly to measure or uses formula:
10 γH θ t = 10 γH θ 0 + Σ 0 t P 0 + Σ 0 t βET
In the formula, θ tBe average soil moisture content in the t day crop root water accepting layer (degree of depth is H) (accounting for) in the heavy % of soil, down together; θ 0Be the first soil moisture content of forecasting period; P 0Be effective precipitation (mm); β=1-k/100, k are recharge of ground water coefficient (%), the dry density of soil in the γ plan wettable layer, t/m3;
Step 5: calculate crop in i stage water requirement; Adopt inventory model, calculate this crop at best irrigating water quota m of i stage 10, irrigation norm M 0, and the best t irrigation frequency 0
Best irrigation norm calculates and adopts formula: m=10 γ H (θ MaxMin)
θ wherein MinBe the minimum moisture content that crop allows, θ MaxThe high-moisture percentage that allows for crop.Calculate best irrigation frequency and adopt formula: 10 γH θ t = 10 γHθ 0 + Σ 0 t P 0 + Σ 0 t βET , Work as θ tDrop to θ MinDate be the best and pour water the phase;
Step 6: will calculate m 10, M 0, t 0Change into controlled quentity controlled variable and export to special-purpose irrigation installation controller.
2, insufficient irrigation forecast according to claim 1 and control method is characterized in that: after the described step 6, return the available water that step 4 is calculated next stage, irrigate the back soil moisture content; Finish until all stages.
3, insufficient irrigation forecast according to claim 1 and 2 and control method, it is characterized in that: described method also comprises, calculates the crop failure ratio according to following model:
Y a Y m = Π i = 1 n ( ET ai ET mi ) λ i
In the formula:
N is the number of dividing in the stage;
λ iIt is i stage lack of water Sensitivity Index;
Ya is the crop actual production, kg/ mu or t/hm2;
Ym is the crop potential production, kg/ mu or t/hm2;
ETai is the actual transpiration quantity in i stage, mm/d or m3/ (mu d);
ETmi is the potential transpiration quantity in i stage, mm/d or m3/ (mu d).
CNB2003101130409A 2003-12-25 2003-12-25 Insufficient irrigation forecast and control method Expired - Fee Related CN1324949C (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CNB2003101130409A CN1324949C (en) 2003-12-25 2003-12-25 Insufficient irrigation forecast and control method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CNB2003101130409A CN1324949C (en) 2003-12-25 2003-12-25 Insufficient irrigation forecast and control method

Publications (2)

Publication Number Publication Date
CN1631098A true CN1631098A (en) 2005-06-29
CN1324949C CN1324949C (en) 2007-07-11

Family

ID=34843403

Family Applications (1)

Application Number Title Priority Date Filing Date
CNB2003101130409A Expired - Fee Related CN1324949C (en) 2003-12-25 2003-12-25 Insufficient irrigation forecast and control method

Country Status (1)

Country Link
CN (1) CN1324949C (en)

Cited By (30)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102283076A (en) * 2010-06-17 2011-12-21 迪尔公司 System and method for irrigation using atmospheric water
CN102779391A (en) * 2012-07-24 2012-11-14 中国农业科学院农田灌溉研究所 Drought early-warning method and drought early-warning system
CN102870654A (en) * 2012-09-28 2013-01-16 中国农业大学 Control system and method for insufficient irrigation of crops
CN103081677A (en) * 2013-01-11 2013-05-08 南充观音山农业科技有限公司 Genuine Chinese herbal medicine rhizome acori graminei fine seed reproduction management technology
CN103226791A (en) * 2013-04-12 2013-07-31 西北农林科技大学 Measuring and calculating method of grain production water footprint of region
CN103493715A (en) * 2013-09-30 2014-01-08 中国农业大学 Irrigation control method and system based on crop root zone soil moisture and root distribution
CN103651064A (en) * 2013-11-12 2014-03-26 浙江工业大学 Large-scale irrigation system control method based on distributed model prediction control
WO2014101034A1 (en) * 2012-12-27 2014-07-03 Li Yan Remote control farmland irrigation system
CN104361409A (en) * 2014-11-06 2015-02-18 贵州省水利科学研究院 Irrigation control method and system based on crop drought combined prediction model
CN104620945A (en) * 2014-12-31 2015-05-20 石河子大学 Land irrigation quota determining method
CN104663368A (en) * 2015-03-09 2015-06-03 山东锋士自动化系统有限公司 Feedback control-based farmland irrigation system and method
CN105447317A (en) * 2015-12-01 2016-03-30 中国农业科学院棉花研究所 Analysis method for crop climate yield potential
CN105494033A (en) * 2015-10-30 2016-04-20 青岛智能产业技术研究院 Intelligent water-saving irrigating method based on crop demand
CN106508622A (en) * 2016-11-11 2017-03-22 河北农业大学 Automatic irrigation control method based on water balance model
CN106718695A (en) * 2017-01-04 2017-05-31 吉林省沃特管业有限公司 A kind of intelligent water-saving irrigates Internet of Things network control system
CN107025505A (en) * 2017-04-25 2017-08-08 无锡中科智能农业发展有限责任公司 A kind of paddy water requirement prediction method based on principal component analysis and neutral net
CN107087539A (en) * 2017-05-27 2017-08-25 苟瀚文 A kind of fruits and vegetables Intelligent irrigation system based on Internet of Things
CN108782187A (en) * 2018-05-14 2018-11-13 安徽省(水利部淮河水利委员会)水利科学研究院(安徽省水利工程质量检测中心站) A kind of soil moisture content forecasting procedure based on soil moisture content index
CN108958329A (en) * 2018-04-26 2018-12-07 中国农业大学 A kind of trickle irrigation water-fertilizer integrated intelligent decision-making technique
CN109258045A (en) * 2018-08-30 2019-01-25 北京农业智能装备技术研究中心 A kind of tidal type nursery water and fertilizer irrigation managing and control system and method
CN110352832A (en) * 2019-05-14 2019-10-22 青岛农业大学 MLR model red Fuji apple tree Precision Irrigation method based on Spark
CN110501761A (en) * 2019-08-23 2019-11-26 中国水利水电科学研究院 A kind of difference leading time area crops ETc prediction methods
CN110754343A (en) * 2019-10-08 2020-02-07 京蓝物联技术(北京)有限公司 Irrigation decision method and device
CN111528066A (en) * 2020-06-22 2020-08-14 黄河勘测规划设计研究院有限公司 Agricultural irrigation control method and system
CN112314414A (en) * 2020-10-28 2021-02-05 上海国兴农现代农业发展股份有限公司 Automatic control method for tide irrigation plug crops
CN114208471A (en) * 2021-12-27 2022-03-22 水利部交通运输部国家能源局南京水利科学研究院 Coastal region irrigation method and system
CN114642159A (en) * 2022-03-23 2022-06-21 华中科技大学 Facility crop irrigation quota calculation method and system
CN116369020A (en) * 2023-04-07 2023-07-04 上海华维可控农业科技集团股份有限公司 Intelligent irrigation management system and method based on environment monitoring technology
CN116432424A (en) * 2023-03-23 2023-07-14 长江水利委员会长江科学院 Rice irrigated area hydrology and yield simulation method and system based on SWAT improved model
CN117519349A (en) * 2023-12-06 2024-02-06 广州市农业科学研究院 Greenhouse control method and system

Cited By (46)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102283076A (en) * 2010-06-17 2011-12-21 迪尔公司 System and method for irrigation using atmospheric water
CN102779391A (en) * 2012-07-24 2012-11-14 中国农业科学院农田灌溉研究所 Drought early-warning method and drought early-warning system
CN102779391B (en) * 2012-07-24 2014-09-24 中国农业科学院农田灌溉研究所 Drought early-warning method and drought early-warning system
CN102870654A (en) * 2012-09-28 2013-01-16 中国农业大学 Control system and method for insufficient irrigation of crops
WO2014101034A1 (en) * 2012-12-27 2014-07-03 Li Yan Remote control farmland irrigation system
CN103081677A (en) * 2013-01-11 2013-05-08 南充观音山农业科技有限公司 Genuine Chinese herbal medicine rhizome acori graminei fine seed reproduction management technology
CN103226791A (en) * 2013-04-12 2013-07-31 西北农林科技大学 Measuring and calculating method of grain production water footprint of region
CN103226791B (en) * 2013-04-12 2016-08-24 西北农林科技大学 The measuring method of grain production water footprint of region
CN103493715A (en) * 2013-09-30 2014-01-08 中国农业大学 Irrigation control method and system based on crop root zone soil moisture and root distribution
CN103651064A (en) * 2013-11-12 2014-03-26 浙江工业大学 Large-scale irrigation system control method based on distributed model prediction control
CN103651064B (en) * 2013-11-12 2015-06-03 浙江工业大学 Large-scale irrigation system control method based on distributed model prediction control
CN104361409A (en) * 2014-11-06 2015-02-18 贵州省水利科学研究院 Irrigation control method and system based on crop drought combined prediction model
CN104361409B (en) * 2014-11-06 2018-07-31 贵州省水利科学研究院 Control method of irrigation and system based on crop damage caused by a drought combination forecasting
CN104620945A (en) * 2014-12-31 2015-05-20 石河子大学 Land irrigation quota determining method
CN104663368A (en) * 2015-03-09 2015-06-03 山东锋士自动化系统有限公司 Feedback control-based farmland irrigation system and method
CN105494033B (en) * 2015-10-30 2018-06-01 青岛智能产业技术研究院 A kind of intelligent water-saving irrigation method based on crop demand
CN105494033A (en) * 2015-10-30 2016-04-20 青岛智能产业技术研究院 Intelligent water-saving irrigating method based on crop demand
CN105447317B (en) * 2015-12-01 2018-04-20 中国农业科学院棉花研究所 The analysis method of crop climate yield potentiality
CN105447317A (en) * 2015-12-01 2016-03-30 中国农业科学院棉花研究所 Analysis method for crop climate yield potential
CN106508622A (en) * 2016-11-11 2017-03-22 河北农业大学 Automatic irrigation control method based on water balance model
CN106718695B (en) * 2017-01-04 2019-07-05 吉林省沃特管业有限公司 A kind of intelligent water-saving irrigation Internet of Things network control system
CN106718695A (en) * 2017-01-04 2017-05-31 吉林省沃特管业有限公司 A kind of intelligent water-saving irrigates Internet of Things network control system
CN107025505A (en) * 2017-04-25 2017-08-08 无锡中科智能农业发展有限责任公司 A kind of paddy water requirement prediction method based on principal component analysis and neutral net
CN107087539A (en) * 2017-05-27 2017-08-25 苟瀚文 A kind of fruits and vegetables Intelligent irrigation system based on Internet of Things
CN108958329B (en) * 2018-04-26 2020-11-17 中国农业大学 Drip irrigation water and fertilizer integrated intelligent decision-making method
CN108958329A (en) * 2018-04-26 2018-12-07 中国农业大学 A kind of trickle irrigation water-fertilizer integrated intelligent decision-making technique
CN108782187A (en) * 2018-05-14 2018-11-13 安徽省(水利部淮河水利委员会)水利科学研究院(安徽省水利工程质量检测中心站) A kind of soil moisture content forecasting procedure based on soil moisture content index
CN109258045A (en) * 2018-08-30 2019-01-25 北京农业智能装备技术研究中心 A kind of tidal type nursery water and fertilizer irrigation managing and control system and method
CN109258045B (en) * 2018-08-30 2020-04-10 北京农业智能装备技术研究中心 Tidal seedling water and fertilizer irrigation control system and method
CN110352832A (en) * 2019-05-14 2019-10-22 青岛农业大学 MLR model red Fuji apple tree Precision Irrigation method based on Spark
CN110501761A (en) * 2019-08-23 2019-11-26 中国水利水电科学研究院 A kind of difference leading time area crops ETc prediction methods
CN110754343A (en) * 2019-10-08 2020-02-07 京蓝物联技术(北京)有限公司 Irrigation decision method and device
CN110754343B (en) * 2019-10-08 2022-01-25 京蓝物联技术(北京)有限公司 Irrigation decision method and device
CN111528066A (en) * 2020-06-22 2020-08-14 黄河勘测规划设计研究院有限公司 Agricultural irrigation control method and system
CN111528066B (en) * 2020-06-22 2021-11-12 黄河勘测规划设计研究院有限公司 Agricultural irrigation control method and system
CN112314414A (en) * 2020-10-28 2021-02-05 上海国兴农现代农业发展股份有限公司 Automatic control method for tide irrigation plug crops
US11766005B2 (en) 2021-12-27 2023-09-26 Nanjing Hydraulic Research Institute Irrigation method for coastal regions
CN114208471A (en) * 2021-12-27 2022-03-22 水利部交通运输部国家能源局南京水利科学研究院 Coastal region irrigation method and system
CN114642159A (en) * 2022-03-23 2022-06-21 华中科技大学 Facility crop irrigation quota calculation method and system
CN114642159B (en) * 2022-03-23 2022-11-08 华中科技大学 Facility crop irrigation quota calculation method and system
CN116432424A (en) * 2023-03-23 2023-07-14 长江水利委员会长江科学院 Rice irrigated area hydrology and yield simulation method and system based on SWAT improved model
CN116432424B (en) * 2023-03-23 2023-11-17 长江水利委员会长江科学院 Rice irrigated area hydrology and yield simulation method and system based on SWAT improved model
CN116369020A (en) * 2023-04-07 2023-07-04 上海华维可控农业科技集团股份有限公司 Intelligent irrigation management system and method based on environment monitoring technology
CN116369020B (en) * 2023-04-07 2023-11-14 上海华维可控农业科技集团股份有限公司 Intelligent irrigation management system and method based on environment monitoring technology
CN117519349A (en) * 2023-12-06 2024-02-06 广州市农业科学研究院 Greenhouse control method and system
CN117519349B (en) * 2023-12-06 2024-04-23 广州市农业科学研究院 Greenhouse control method and system

Also Published As

Publication number Publication date
CN1324949C (en) 2007-07-11

Similar Documents

Publication Publication Date Title
CN1631098A (en) Insufficient irrigation forecast and control method
CN110209077B (en) Remote irrigation and drainage system real-time dynamic monitoring system based on internet
US20230099257A1 (en) Design method for distributed hydrological cycle model based on multi-source complementary water supply mode
CN111670672B (en) Rice field irrigation water and fertilizer variable control system and device
WO2017181547A1 (en) Method for ecological restoration of vegetation in spoil area
CN108958329B (en) Drip irrigation water and fertilizer integrated intelligent decision-making method
CN111280019A (en) Soil moisture digital prediction and irrigation early warning method
CN109258417B (en) Automatic irrigation method
CN111406634B (en) Physiological experiment system for researching grape water and fertilizer requirement law and nutrient and application method thereof
CN103959970B (en) Field water fertilizer efficiency utilization multidimensional critical allocation method
CN111357463A (en) Fertilizer quantitative conveying mode in agricultural irrigation and fertilization system
CN112700035B (en) Optimization method for regional scale crop partition water and fertilizer management mode
CN106258142A (en) Fruit tree water-fertilizer integral fertilizing method
AU2021100698A4 (en) Method of rainwater accumulation and deep infiltration in mountain economic forest
CN112819332A (en) Water distribution method and device based on full-channel transmission and distribution and computer equipment
CN114651703B (en) Orchard precipitation accumulation, permeation promotion, moisture preservation and recarburization method and system and orchard intelligent supplementary irrigation system
CN115843517A (en) Intelligent quantitative fertilization system
CN105191767A (en) Soilless culture method of pepper
CN112016211A (en) Radish nitrogen fertilizer recommendation method capable of coordinating agriculture and environment
CN1785850B (en) Vegetative cover treatment method of long buring age buring field percolate
CN107586219B (en) Preparation method of fertilizer water pit for mountain apple orchard
CN107182410B (en) Quantitative fertilization method for dry land winter wheat
CN202153912U (en) Water-saving moisture-retention ecological plantation and irrigation system
CN213603634U (en) Water-retaining ecological structure
CN114881453A (en) Agricultural domain space mapping method based on digital twin technology

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
C17 Cessation of patent right
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20070711

Termination date: 20100125