CN103578036A - Method for monitoring poultry physical health in real time based on data extraction - Google Patents
Method for monitoring poultry physical health in real time based on data extraction Download PDFInfo
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Abstract
The invention discloses a method for monitoring poultry physical health in real time based on data extraction. The method is characterized by comprising the following steps that firstly, an area monitoring wireless sensor network is established, characteristic data, generated within 720 hours, of health poultry and characteristic data, generated within 720 hours, of sick poultry are collected respectively, data processing is conducted according to the data extraction technology, characteristic information is extracted, and a health mode bank and a sickness mode bank of the poultry physical conditions are established; secondly, real-time monitoring is conducted on the poultry physical health, relevant poultry characteristic data are collected in real time, characteristics are extracted through data extraction, matching between the characteristics and the health mode bank and matching between the characteristics and the sickness mode bank are conducted respectively, the corresponding mode banks are updated according to matching results, and a report is sent to a controller so that corresponding measures can be taken. According to the method for monitoring the poultry physical health in real time based on data extraction, the mode that data extraction and the wireless sensor network are combined is applied, the physical conditions of the poultry are monitored in real time, and the method is suitable for medium and large breeding sites. By the adoption of the method for monitoring the poultry physical health in real time based on data extraction, timely discovery and rapid prevention and treatment of diseases can be achieved through initial judgment of the health conditions of the poultry based on the detected poultry data, and therefore economic losses caused by poultry disease spreading are reduced and even avoided.
Description
Technical field
The invention belongs to Intellectualized monitoring management domain, particularly a kind of poultry physical condition method of real-time based on data extraction.
Background technology
Current poultry physique situation management aspect, traditional method or take personal monitoring's mode as main, the set time checks poultry physical condition, preventing poultry diseases.Obviously traditional method limitation is larger, physical condition that cannot Real-Time Monitoring poultry, thus cannot to poultry disease, prevent in time.Once have burst, velocity of propagation faster disease occur, traditional method can not find that ，Hui Dui poultry farming enterprise causes the loss that cannot retrieve in time.Therefore, the poultry physical condition method of real-time based on data extraction, realizes real-time discovery and the control of poultry disease, can reduce, even avoid poultry disease large area to propagate the economic loss that poultry farming is caused.
Summary of the invention
A kind of poultry physical condition method of real-time based on data extraction provided by the invention, the mode that adopts data extraction technology and wireless sensor network to combine, the physical condition of Real-Time Monitoring poultry, be applicable to big-and-middle-sized poultry farming place, by the poultry data that detect, tentatively judge the physical condition of poultry, can accomplish timely discovery and the fast preventing of disease, to reduce, even avoid propagating by poultry disease the loss bringing.
To achieve these goals, the present invention adopts following technical scheme:
A poultry physical health method of real-time for data extraction, wherein, is characterized in that, comprises the steps:
A1: build area monitoring wireless sensor network, under the help of specialist, healthy poultry and disease poultry are classified, gather respectively the relevant characterization data in the poultry 720 hours of healthy and disease, the usage data technology of extracting is carried out data processing, extract sound characteristic storehouse, status flag storehouse, the information of feature database is carried out to pattern extraction, build fitness mode storehouse and the disease pattern storehouse of family's poultry health condition;
A2: the Real-Time Monitoring of poultry physical health, the relevant characterization data of Real-time Collection poultry, by data extraction characteristic information extraction, mate with fitness mode storehouse, disease pattern storehouse respectively, according to matching result, upgrade corresponding modes storehouse, and return to monitoring information to keeper, to take corresponding measure.
Further, the structure of radio sensing network in described step, network topology mode is Ad hoc mode, the equipment relating to has poultry temperature sensor, microphone array, image collecting device etc.;
Further, the characterization data of the poultry physical condition in described step comprises body temperature, sound, chicken/duck/goose hat color etc.;
Further, the data extraction technology in described step and pattern base building process are summarized as: a) raw data is carried out to de-redundancy and denoising pre-service; B) according to the variation tendency of data, data are carried out to symbolism, realize the compression of data and redescribe; C), according to the characterization data requirement of poultry, adopt feature extraction algorithm to carry out characteristic information extraction to the data after redescribing; D) data after extracting are carried out to mode excavation, build poultry fitness mode storehouse and disease pattern storehouse;
Further, the feature extraction in described step and Feature Correspondence Algorithm can be selected existing algorithm or designed, designed according to user's demand;
Further, the implementation method of described characteristic matching is: to Real-time Collection to data carry out feature extraction, feature after extracting is mated with the pattern in fitness mode storehouse and disease pattern storehouse, for the feature that cannot mate, directly send early warning and report to keeper, if can accurately mate, send respectively normal report and exception reporting to keeper;
Further, described method has good extendability, according to the different extraction method of health status relevant characterization design data of different poultry, and then expands to prevention, monitoring and the management in the large-scale farming place of domestic animal, fish and other animals.
A kind of poultry physical health method of real-time based on data extraction provided by the invention, the mode that adopts data extraction technology, mode excavation technology and wireless sensor network to combine, the physical condition of Real-Time Monitoring poultry, be applicable to big-and-middle-sized cultivation place, by the poultry data that detect, tentatively judge the physical condition of poultry, can accomplish timely discovery and the fast preventing of disease, to reduce, even avoid propagating by poultry disease the economic loss of bringing.
Accompanying drawing explanation
Fig. 1 is the building process in poultry physical condition fitness mode storehouse provided by the invention and disease pattern storehouse;
Fig. 2 is collection and the data extraction process of poultry sign data provided by the invention;
Fig. 3 is poultry physical condition method of real-time process flow diagram provided by the invention.
Embodiment
Below in conjunction with accompanying drawing, describe the present invention in detail, it illustrates principle of the present invention as the part of this instructions by embodiment, other aspects of the present invention, and feature and advantage thereof will become very clear by this detailed description.
As shown in Figure 1, 2, a kind of poultry physical condition method of real-time based on data extraction, wherein, is characterized in that, comprises the steps:
A1: build area monitoring wireless sensor network, under the help of specialist, healthy poultry and disease poultry are classified, gather respectively the relevant characterization data in the poultry 720 hours of healthy and disease, the usage data technology of extracting is carried out data processing, extract sound characteristic storehouse, status flag storehouse, the information of feature database is carried out to pattern extraction, build fitness mode storehouse and the disease pattern storehouse of family's poultry health condition;
A2: the Real-Time Monitoring of poultry physical health, the relevant characterization data of Real-time Collection poultry, by data extraction characteristic information extraction, mate with fitness mode storehouse, disease pattern storehouse respectively, according to matching result, upgrade corresponding modes storehouse, and return to monitoring information to keeper, to take corresponding measure.
In the structure of described radio sensing network, network topology mode is Ad hoc mode, and the equipment relating to has poultry temperature sensor, microphone array, image collecting device etc.
The characterization data of described poultry physical health comprises body temperature, sound, fowl hat color etc.
Described data extraction technology and pattern base building process are summarized as: a) raw data is carried out to de-redundancy and denoising pre-service; B) according to the variation tendency of data, data are carried out to symbolism, realize the compression of data and redescribe; C), according to the characterization data requirement of poultry, adopt feature extraction algorithm to carry out characteristic information extraction to the data after redescribing; D) data after extracting are carried out to mode excavation, build poultry fitness mode storehouse and disease pattern storehouse.
Described feature extraction and Feature Correspondence Algorithm can be selected existing algorithm or designed, designed according to user's demand.
The implementation method of described characteristic matching is: to Real-time Collection to data carry out feature extraction, feature after extracting is mated with the pattern in fitness mode storehouse and disease pattern storehouse, for the feature that cannot mate, directly send early warning and report to keeper, if can accurately mate, send respectively normal report and exception reporting to keeper.
Described method has good extendability, according to the different extraction method of health status relevant characterization design data of different poultry, and then expands to prevention, monitoring and the management in the large-scale farming place of domestic animal, fish and other animals.
A kind of poultry physical health method of real-time based on data extraction provided by the invention, the mode that adopts data extraction technology, mode excavation technology and wireless sensor network to combine, the physical condition of Real-Time Monitoring poultry, be applicable to big-and-middle-sized cultivation place, by the poultry data that detect, tentatively judge the physical condition of poultry, can accomplish timely discovery and the fast preventing of disease, to reduce, even avoid propagating by poultry disease the economic loss of bringing.
Above disclosed is only the preferred embodiments of the present invention, certainly can not limit with this interest field of the present invention, and the equivalent variations of therefore doing according to the present patent application the scope of the claims, still belongs to the scope that the present invention is contained.
Claims (7)
1. the poultry physical health method of real-time based on data extraction, wherein, is characterized in that, comprises the steps:
A1: build area monitoring wireless sensor network, under the help of specialist, healthy poultry and disease poultry are classified, gather respectively the relevant characterization data in the poultry 720 hours of healthy and disease, the usage data technology of extracting is carried out data processing, extract sound characteristic storehouse, status flag storehouse, the information of feature database is carried out to pattern extraction, build fitness mode storehouse and the disease pattern storehouse of family's poultry health condition;
A2: the Real-Time Monitoring of poultry physical health, the relevant characterization data of Real-time Collection poultry, by data extraction characteristic information extraction, mate with fitness mode storehouse, disease pattern storehouse respectively, according to matching result, upgrade corresponding modes storehouse, and return to monitoring information to keeper, to take corresponding measure.
2. the poultry physical health method of real-time based on data extraction as claimed in claim 1, it is characterized in that, the structure of radio sensing network in described step, network topology mode is Ad hoc mode, the equipment relating to has temperature sensor, microphone array, image collecting device etc.
3. the poultry physical health method of real-time based on data extraction as claimed in claim 1, is characterized in that, the characterization data of the poultry physical condition in described step comprises body temperature, sound, fowl hat color etc.
4. the poultry physical health method of real-time based on data extraction as claimed in claim 1, is characterized in that, data extraction technology and pattern base building process in described step are summarized as: a) raw data is carried out to de-redundancy and denoising pre-service; B) according to the variation tendency of data, data are carried out to symbolism, realize the compression of data and redescribe; C), according to the characterization data requirement of poultry, adopt feature extraction algorithm to carry out characteristic information extraction to the data after redescribing; D) data after extracting are carried out to mode excavation, build poultry fitness mode storehouse and disease pattern storehouse.
5. the poultry physical health method of real-time based on data extraction as claimed in claim 1, is characterized in that, the feature extraction in described step and Feature Correspondence Algorithm can be selected existing algorithm or designed, designed according to user's demand.
6. the poultry physical health method of real-time based on data extraction as claimed in claim 1, it is characterized in that, the implementation method of described characteristic matching is: to Real-time Collection to data carry out feature extraction, feature after extracting is mated with the pattern in fitness mode storehouse and disease pattern storehouse, for the feature that cannot mate, directly send early warning and report to keeper; If can accurately mate, send respectively normal report and exception reporting to keeper.
7. the poultry physical health method of real-time based on data extraction as claimed in claim 1, it is characterized in that, described method has good extendability, according to the different extraction method of health status relevant characterization design data of different poultry, and then expand to prevention, monitoring and the management in the large-scale farming place of domestic animal, fish and other animals.
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Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN105447516A (en) * | 2015-11-19 | 2016-03-30 | 山东省农业科学院家禽研究所 | Poultry-disease intelligent diagnosis method and system thereof |
| CN105446133A (en) * | 2015-11-25 | 2016-03-30 | 山东省农业科学院家禽研究所 | Poultry intelligent decision system and platform |
| CN106200471A (en) * | 2016-07-25 | 2016-12-07 | 罗东舟 | Reading intelligent agriculture kind culture control system |
| CN107103554A (en) * | 2017-04-27 | 2017-08-29 | 中国农业科学院农业信息研究所 | The intelligent monitoring method and system of a kind of milk cow |
| CN108052964A (en) * | 2017-12-05 | 2018-05-18 | 翔创科技（北京）有限公司 | Livestock condition detection method, computer program, storage medium and electronic equipment |
| CN108090841A (en) * | 2017-12-18 | 2018-05-29 | 翔创科技（北京）有限公司 | Livestock asset monitor method, computer program, storage medium and electronic equipment |
| CN109601443A (en) * | 2018-11-20 | 2019-04-12 | 江苏中洋集团股份有限公司 | The Puffer diseases monitoring early warning of data-driven river and self-service diagnostic assistance DSS |
| CN112614599A (en) * | 2020-12-24 | 2021-04-06 | 聊城职业技术学院 | Intelligent method and system for rapidly discovering early diseased sheep |
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Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105447516A (en) * | 2015-11-19 | 2016-03-30 | 山东省农业科学院家禽研究所 | Poultry-disease intelligent diagnosis method and system thereof |
| CN105446133A (en) * | 2015-11-25 | 2016-03-30 | 山东省农业科学院家禽研究所 | Poultry intelligent decision system and platform |
| CN106200471A (en) * | 2016-07-25 | 2016-12-07 | 罗东舟 | Reading intelligent agriculture kind culture control system |
| CN107103554A (en) * | 2017-04-27 | 2017-08-29 | 中国农业科学院农业信息研究所 | The intelligent monitoring method and system of a kind of milk cow |
| CN108052964A (en) * | 2017-12-05 | 2018-05-18 | 翔创科技（北京）有限公司 | Livestock condition detection method, computer program, storage medium and electronic equipment |
| CN108090841A (en) * | 2017-12-18 | 2018-05-29 | 翔创科技（北京）有限公司 | Livestock asset monitor method, computer program, storage medium and electronic equipment |
| CN109601443A (en) * | 2018-11-20 | 2019-04-12 | 江苏中洋集团股份有限公司 | The Puffer diseases monitoring early warning of data-driven river and self-service diagnostic assistance DSS |
| CN112614599A (en) * | 2020-12-24 | 2021-04-06 | 聊城职业技术学院 | Intelligent method and system for rapidly discovering early diseased sheep |
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Effective date of registration: 20220621 Address after: 313000 NaNTU, daughter bridge, Qianjin Town, Huzhou City, Zhejiang Province Patentee after: Huzhou Nanxun Wenshi animal husbandry Co.,Ltd. Address before: 313000 no.55-9 Huyan South Road, Shuanglin Town, Nanxun District, Huzhou City, Zhejiang Province (self declaration) Patentee before: Huzhou Duxin Technology Co.,Ltd. |
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Denomination of invention: A real-time monitoring method of poultry physical health based on data extraction Effective date of registration: 20221118 Granted publication date: 20160803 Pledgee: Qianjin sub branch of Zhejiang Nanxun Rural Commercial Bank Co.,Ltd. Pledgor: Huzhou Nanxun Wenshi animal husbandry Co.,Ltd. Registration number: Y2022330003117 |
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