CN111554072A - Mountain torrent early warning system based on deep learning - Google Patents
Mountain torrent early warning system based on deep learning Download PDFInfo
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- CN111554072A CN111554072A CN202010339167.6A CN202010339167A CN111554072A CN 111554072 A CN111554072 A CN 111554072A CN 202010339167 A CN202010339167 A CN 202010339167A CN 111554072 A CN111554072 A CN 111554072A
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- G—PHYSICS
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- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/10—Alarms for ensuring the safety of persons responsive to calamitous events, e.g. tornados or earthquakes
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
- G01D21/00—Measuring or testing not otherwise provided for
- G01D21/02—Measuring two or more variables by means not covered by a single other subclass
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B25/00—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems
- G08B25/01—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium
- G08B25/10—Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium using wireless transmission systems
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- G—PHYSICS
- G08—SIGNALLING
- G08C—TRANSMISSION SYSTEMS FOR MEASURED VALUES, CONTROL OR SIMILAR SIGNALS
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Abstract
The invention discloses a torrential flood early warning system based on deep learning, which belongs to the field of torrential flood early warning, can realize timely issuing of early warning to give full preparation time to flood control departments and people, and timely sends information to external rescue force organization so as to quickly respond, and reduce life and property loss to the minimum extent, and a data processing module analyzes data acquired by the front end and introduces a local meteorological database into the processing module, so that the condition of torrential flood outbreak can be more comprehensively and accurately analyzed, and samples can be left for later data analysis, and a remote measuring terminal of the early warning system is convenient to maintain, and the water level detector is suspended by a rotary design, so that a worker can take down the water level detector without climbing or climbing a ladder, and the water level detector is clamped by two adjustable semi-annular clamping plates, not only can ensure stable clamping, but also is convenient to take down.
Description
Technical Field
The invention relates to the field of mountain torrent early warning, in particular to a mountain torrent early warning system based on deep learning.
Background
Torrential flood refers to the burst flood occurring in the creek ditch in the mountain area. Torrential floods are sudden, large in water concentration and flow velocity, strong in scouring destructive power, and local flood disasters are often caused by silt, even stone and the like carried in water flow, and are generally divided into torrential rain torrential floods, snow melting torrential floods, glacier torrential. By improving flood control standards, adjusting human activity modes and enhancing the awareness of disaster prevention and avoidance of masses in mountain areas, the aim of reducing the frequency of mountain flood disasters or reducing the damage of mountain flood disasters can be achieved.
The mountain torrent early warning is the effective means that furthest reduces human body, economic loss, but current mountain torrent early warning system composition is comparatively complicated, and the process from discovering the hidden condition to issuing the early warning is comparatively consuming time, leads to the real early warning time before arriving of mountain torrent to be few, can't give the abundant preparation time of emergency command department, and local rescue strength is limited moreover, and outside rescue can't in time obtain the information again, often can miss best gold rescue time, has increaseed local loss.
Disclosure of Invention
1. Technical problem to be solved
Aiming at the problems in the prior art, the invention aims to provide a mountain torrent early warning system based on deep learning, which can realize the effectiveness of mountain torrent early warning, shorten the time of analysis and statistics by simplifying the system flow, timely issue the early warning to give sufficient preparation time for flood control departments and people, and timely send information to external rescue force organization so as to quickly respond, and reduce the life and property loss to the minimum extent, and a data processing module analyzes the data acquired at the front end and introduces a local meteorological database into a processing module, so that the condition of mountain torrent outbreak can be analyzed more comprehensively and accurately, samples can be reserved for the later data analysis, in addition, a remote measuring terminal of the early warning system is convenient to maintain, and a water level detector is suspended by a rotary design, therefore, the water level detector can be taken down by the staff without climbing or climbing a ladder, and the water level detector can be clamped by the two adjustable semi-annular clamping plates, so that the clamping stability can be guaranteed, and the water level detector can be taken down conveniently.
2. Technical scheme
In order to solve the above problems, the present invention adopts the following technical solutions.
The mountain torrent early warning system based on deep learning comprises a front-end water and rain condition acquisition module, wherein the front-end water and rain condition acquisition module comprises a remote measuring terminal and a power supply unit, a data server is connected to the front-end water and rain condition acquisition module, the data server comprises a meteorological database and a data processing module, an early warning system is connected to the data server, the early warning system comprises an early warning information issuing platform and a commanding and regulating subsystem, a receiving terminal is connected to the early warning information issuing platform, the commanding and regulating subsystem comprises an emergency rescue module and a combined commanding and regulating center, the emergency rescue module comprises a water affair commanding unit, a local rescue unit and a combined rescue unit, the water affair commanding unit comprises a flood control commanding office, the local rescue unit comprises a local soldier organization, and the combined rescue unit comprises a traffic transportation department, Police, fire and armed police.
Furthermore, the power supply unit is electrically connected with the remote measuring terminal and comprises a storage battery pack, the power supply unit continuously supplies power to the remote measuring terminal, and the storage battery pack is used as a reserve power supply under the condition of power failure, so that uninterrupted monitoring is guaranteed.
Furthermore, the front-end water and rain condition acquisition module is connected with the data server in a wireless mode such as GPRS or 5G, the data server further comprises a data receiving module, the cost is saved in a wireless information transmission mode compared with a wired mode, and the data receiving module is used for receiving data.
Furthermore, the early warning information issuing platform is connected with the receiving terminal in a mode of an operator network, so that the covered notification group is wider.
Furthermore, the receiving terminal comprises clients such as a fixed telephone, a mobile phone and a local broadcasting station, and the receiving range is expanded.
Further, the remote measuring terminal comprises an integrated monitoring station and a rain gauge, the integrated monitoring station comprises a stand column, a camera and a temperature and humidity detector are respectively installed on two sides of the upper end of the stand column, a first fixing block is fixedly connected to one side wall of the stand column, a supporting rod is rotatably connected to the first fixing block, an installation block is fixedly connected to one end, far away from the stand column, of the supporting rod, two semi-annular clamping plates are arranged on the installation block, a water level detector is clamped between the two semi-annular clamping plates, one of the semi-annular clamping plates is fixedly connected with the installation block, the other semi-annular clamping plate is slidably connected with the installation block, a first connecting block is fixedly connected to one end, far away from the installation block, of each of the two semi-annular clamping plates, a first bolt is connected between the two first connecting blocks in a threaded manner, and a second fixing, and rotate on the second fixed block and be connected with the bracing piece, the lower extreme fixedly connected with locating piece of bracing piece, and seted up the locating hole on the locating piece, fixed cover is equipped with the clamp on the lateral wall of stand, and the lateral wall fixedly connected with two relative second connecting blocks that set up of clamp, two all set up threaded hole on the second connecting block, and threaded connection has the second bolt on the screw hole, hangs water level detector through the rotation type design, and the staff need not climb like this or step on the ladder just can take off water level detector, utilizes two adjustable semi-ring splint to come centre gripping water level detector in addition, can guarantee that the centre gripping is firm, conveniently takes off again.
Furthermore, T-shaped sliding grooves are formed in the inner wall of the mounting block, T-shaped sliding blocks are connected to the T-shaped sliding grooves in a sliding mode, the semi-annular clamping plate is fixedly connected with the T-shaped sliding blocks, and the semi-annular clamping plate can slide, so that the water level detector can be conveniently taken down.
Furthermore, two the inboard of semi-annular splint all bonds and has the protection pad, and the protection pad adopts the rubber material, and the protection pad of rubber material provides the protection for water level detector.
Furthermore, the supporting rod is fixedly sleeved with a handle, and the handle is convenient for the handle to hold the supporting rod.
Furthermore, a photovoltaic panel is further installed at the top of the stand column, is connected with a power supply unit in a grid mode, and can also supply power for the remote measuring terminal, so that the environment-friendly concept is met.
3. Advantageous effects
Compared with the prior art, the invention has the advantages that:
(1) the scheme can realize the effectiveness of the mountain torrent early warning, shorten the time of analysis and statistics by simplifying the system flow, timely issue the early warning, give full preparation time for flood control departments and people, and timely send information to external rescue force organizations so as to quickly respond and reduce life and property loss to the minimum, and the data processing module analyzes the data collected at the front end and introduces a local meteorological database into the processing module, so that the situation of mountain torrent outbreak can be more comprehensively and accurately analyzed, samples can be reserved for later data analysis, a telemetering terminal of the early warning system is convenient to maintain, the water level detector is hung by the rotary design, so that a worker can take the water level detector down without climbing or climbing a ladder, and the water level detector is clamped by two adjustable semi-annular clamping plates, not only can ensure stable clamping, but also is convenient to take down.
(2) The power supply unit is electrically connected with the remote measuring terminal and comprises a storage battery pack, the power supply unit continuously supplies power to the remote measuring terminal, and the storage battery pack is used as a reserve power supply under the condition of power failure, so that uninterrupted monitoring is guaranteed.
(3) The front-end rain condition acquisition module is connected with the data server in a GPRS (general packet radio service) or 5G (the third generation telecommunication) or other wireless mode, the data server further comprises a data receiving module, the cost is saved in a wireless information transmission mode compared with a wired mode, and the data receiving module is used for receiving data.
(4) The early warning information issuing platform is connected with the receiving terminal in a mode of an operator network, so that the covered notification group is wider.
(5) The receiving terminal comprises clients such as a fixed telephone, a mobile phone and a local broadcasting station, and the receiving range is expanded.
(6) The remote measuring terminal comprises an integrated monitoring station and a rain gauge, the integrated monitoring station comprises a stand column, a camera and a temperature and humidity detector are respectively arranged on two sides of the upper end of the stand column, a first fixing block is fixedly connected to the side wall of one side of the stand column, a supporting rod is rotatably connected to the first fixing block, an installation block is fixedly connected to one end, far away from the stand column, of the supporting rod, two semi-annular clamping plates are arranged on the installation block, a water level detector is clamped between the two semi-annular clamping plates, one semi-annular clamping plate is fixedly connected with the installation block, the other semi-annular clamping plate is slidably connected with the installation block, a first connecting block is fixedly connected to one end, far away from the installation block, of the two semi-annular clamping plates, a first bolt is in threaded connection between the two first connecting blocks, a second fixing block, the lower extreme fixedly connected with locating piece of bracing piece, and seted up the locating hole on the locating piece, fixed cover is equipped with the clamp on the lateral wall of stand, and the second connecting block of two relative settings of lateral wall fixedly connected with of clamp, all set up threaded hole on two second connecting blocks, and threaded connection has the second bolt on the screw hole, hang water level detector through the rotation type design, the staff need not scramble or step on the ladder just so can take off water level detector, and utilize two adjustable semi-ring splint to come centre gripping water level detector, can guarantee that the centre gripping is firm, conveniently take off again.
(7) T shape spout has been seted up to the inner wall of installation piece, and sliding connection has T shape slider in the T shape spout, another semi-annular splint and T shape slider fixed connection, and a semi-annular splint can slide, conveniently takes off water level detector like this.
(8) The inboard of two semi-annular splint all bonds and has the protection pad, and the protection pad adopts the rubber material, and the protection pad of rubber material provides the protection for water level detector.
(9) The support rod is fixedly sleeved with a handle which is convenient for the handle to hold the support rod.
(10) The photovoltaic electroplax is still installed at the top of stand, and photovoltaic electroplax and power supply unit are incorporated into the power networks, and the photovoltaic electroplax also can supply power for telemetering measurement terminal, accords with the environmental protection theory like this.
Drawings
FIG. 1 is a schematic diagram of the system of the present invention;
FIG. 2 is a schematic diagram of a command and regulation subsystem module of the present invention;
FIG. 3 is a schematic view of the main structure of the present invention;
FIG. 4 is a schematic top view of the semi-annular cleat of the present invention;
FIG. 5 is a schematic view of a support bar according to the present invention;
fig. 6 is a schematic top view of the clamp of the present invention.
The reference numbers in the figures illustrate:
100 front end water and rain condition collection module, 101 remote measuring terminal, 102 power supply unit, 200 data server, 201 meteorological database, 202 data processing module, 300 early warning system, 301 early warning information issuing platform, 302 commander regulation and control subsystem, 303 receiving terminal, 1 stand, 2 camera, 3 humiture detector, 4 first fixed block, 5 branch, 6 installation piece, 7 semi-annular splint, 8T shape spout, 9T shape slider, 10 water level detector, 11 first connecting block, 12 first bolt, 13 second fixed block, 14 bracing pieces, 15 locating pieces, 16 clamps, 17 second connecting block, 18 second bolt, 19 protection pads, 20 handles, 21 photovoltaic electroplax.
Detailed Description
The technical solution in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention; it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all embodiments, and all other embodiments obtained by those skilled in the art without any inventive work are within the scope of the present invention.
In the description of the present invention, it should be noted that the terms "upper", "lower", "inner", "outer", "top/bottom", and the like indicate orientations or positional relationships based on those shown in the drawings, and are only for convenience of description and simplification of description, but do not indicate or imply that the referred device or element must have a specific orientation, be constructed in a specific orientation, and be operated, and thus should not be construed as limiting the present invention. Furthermore, the terms "first" and "second" are used for descriptive purposes only and are not to be construed as indicating or implying relative importance.
In the description of the present invention, it should be noted that, unless otherwise explicitly specified or limited, the terms "mounted," "disposed," "sleeved/connected," "connected," and the like are to be construed broadly, e.g., "connected," which may be fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be interconnected between two elements. The specific meanings of the above terms in the present invention can be understood in specific cases to those skilled in the art.
Example 1:
referring to fig. 1-6, a mountain torrent early warning system based on deep learning, referring to fig. 1-2, includes a front-end rain condition collection module 100, the front-end rain condition collection module 100 includes a remote terminal 101 and a power supply unit 102, the power supply unit 102 is electrically connected to the remote terminal 101, the power supply unit 102 includes a storage battery, the storage battery is used as a reserve power supply under the condition of power failure, it is ensured that monitoring is not interrupted, a data server 200 is connected to the front-end rain condition collection module 100, the front-end rain condition collection module 100 is connected to the data server 200 in a wireless mode such as GPRS or 5G, the data server 200 further includes a data receiving module, the wireless information transmission mode is more cost-saving than that of a wired data transmission mode, the data receiving module is used for receiving data, the data server 200 includes a meteorological database 201 and a data processing module 202, the data server 200 is connected to an early warning system 300, the early warning system 300 comprises an early warning information issuing platform 301 and a command and control subsystem 302, wherein the early warning information issuing platform 301 is connected with a receiving terminal 303, the early warning information issuing platform 301 is connected with the receiving terminal 303 in a way of an operator network, so that a wider notification group is covered, the receiving terminal 303 comprises clients such as a fixed telephone, a mobile phone and a local broadcasting station, the receiving range is expanded, the command and control subsystem 302 comprises an emergency rescue module and a combined command and control center, the emergency rescue module comprises a water affair command unit, a local rescue unit and a combined rescue unit, the water affair command unit comprises a flood control command office, the local rescue unit comprises a local civil-soldier organization, the combined rescue unit comprises a transportation department, a public security civil-police department, a fire department and a military-police department, and all departments control the properties such as traffic, people flow, vehicles and buildings, loss is reduced to the minimum;
referring to fig. 3-6, the remote sensing terminal 101 comprises an integrated monitoring station and a rain gauge, the integrated monitoring station comprises a vertical column 1, a photovoltaic panel 21 is further installed on the top of the vertical column 1, the photovoltaic panel 21 is connected with a power supply unit 102 in a grid mode, the photovoltaic panel 21 can also supply power to the remote sensing terminal 101, so that the integrated monitoring station accords with the environmental protection concept, a camera 2 and a temperature and humidity detector 3 are respectively installed on two sides of the upper end of the vertical column 1, a first fixing block 4 is fixedly connected to one side wall of the vertical column 1, a supporting rod 5 is rotatably connected to the first fixing block 4, an installation block 6 is fixedly connected to one end, far away from the vertical column 1, of the supporting rod 5, a T-shaped chute 8 is formed in the inner wall of the installation block 6, a T-shaped sliding block 9 is slidably connected to the T-shaped chute 8, another semi-annular clamping plate 7 is fixedly, the mounting block 6 is provided with two semi-annular clamping plates 7, the inner sides of the two semi-annular clamping plates 7 are respectively bonded with a protective pad 19, the protective pad 19 is made of rubber, the protective pad 19 made of rubber is used for protecting the water level detector 10, the water level detector 10 is clamped between the two semi-annular clamping plates 7, one semi-annular clamping plate 7 is fixedly connected with the mounting block 6, the other semi-annular clamping plate 7 is slidably connected with the mounting block 6, one ends of the two semi-annular clamping plates 7, far away from the mounting block 6, are respectively fixedly connected with a first connecting block 11, a first bolt 12 is in threaded connection between the two first connecting blocks 11, the lower end side wall of the supporting rod 5 is fixedly connected with a second fixing block 13, a supporting rod 14 is rotatably connected on the second fixing block 13, a handle 20 is fixedly sleeved on the supporting rod 14, the handle 20 is convenient for holding the supporting rod 14 by hand, and, and seted up the locating hole on the locating piece 15, fixed cover is equipped with clamp 16 on the lateral wall of stand 1, and clamp 16's lateral wall fixedly connected with two second connecting blocks 17 that set up relatively, all set up threaded hole on two second connecting blocks 17, and threaded connection has second bolt 18 on the threaded hole, hang water level detector 10 through the rotation type design, the staff need not climb or step on the ladder just can take off water level detector 10 like this, and utilize two adjustable semi-ring splint 7 to come centre gripping water level detector 10, can guarantee that the centre gripping is firm, conveniently take off again.
The camera 2, the temperature and humidity detector 3, the water level detector 10 and the rain gauge transmit acquired data to the data server 200 in a GPRS or 5G wireless mode, the data processing module 202 on the data server 200 performs comprehensive analysis and processing on the acquired data and data of the local weather database 201, an obtained result is transmitted to the early warning system 300, the regulation and control subsystem 302 is instructed to adopt a regulation and control plan, the early warning information issuing platform 301 issues early warning to the receiving terminal 303, because the sensitivity requirement of the water level detector 10 is high and frequent maintenance or replacement is required, the second bolt 18 is screwed off when the early warning system is taken off, because the second bolt 18 also penetrates through a positioning hole on the positioning block 15, the supporting rod 14 can freely rotate after the second bolt 18 is screwed off, the supporting rod 14 is held by a hand to slowly place the supporting rod 5 in a vertical state, and then the first bolt 12 is screwed off, one of the semi-annular clamping plates 7 is made to slide to take down the water level detector 10 clamped in the semi-annular clamping plate, so that the effectiveness of mountain torrents early warning can be realized, the system flow is simplified, the analysis and statistics time is shortened, the early warning is issued in time, the full preparation time is provided for flood control departments and people, information is sent to external rescue force organization in time so as to quickly respond, the life and property loss is reduced to the minimum extent, the data processing module analyzes the data collected by the front end and introduces a local meteorological database into the processing module, so that the condition of the mountain torrents outbreak can be analyzed more comprehensively and more accurately, samples can be reserved for the later data analysis, in addition, a remote measuring terminal of the early warning system is convenient to maintain, the water level detector is hung up through the rotary design, so that a worker can take down the water level detector without climbing or climbing a ladder, and two adjustable semi-annular clamping plates are used for clamping the water level detector, so that the clamping stability can be ensured, and the water level detector can be conveniently taken down.
The foregoing is only a preferred embodiment of the present invention; the scope of the invention is not limited thereto. Any person skilled in the art should be able to cover the technical scope of the present invention by equivalent or modified solutions and modifications within the technical scope of the present invention.
Claims (10)
1. The utility model provides a mountain torrent early warning system based on deep learning, includes front end water and rain condition collection module (100), its characterized in that: the front-end water and rain condition acquisition module (100) comprises a remote measuring terminal (101) and a power supply unit (102), a data server (200) is connected to the front-end water and rain condition acquisition module (100), the data server (200) comprises a meteorological database (201) and a data processing module (202), an early warning system (300) is connected to the data server (200), the early warning system (300) comprises an early warning information issuing platform (301) and a command and control subsystem (302), the early warning information issuing platform (301) is connected with a receiving terminal (303), the command and control subsystem (302) comprises an emergency rescue module and a joint command and control center, the emergency rescue module comprises a water affair command unit, a local rescue unit and a joint rescue unit, the water affair command unit comprises a flood control office room, and the local rescue unit comprises a local civil engineering organization, the combined rescue unit comprises a transportation department, a public security and civil police department, a fire department and an armed police department.
2. The mountain torrent early warning system based on deep learning of claim 1, wherein: the power supply unit (102) is electrically connected with the telemetry terminal (101), and the power supply unit (102) comprises a storage battery pack.
3. The mountain torrent early warning system based on deep learning of claim 1, wherein: the front-end rain condition acquisition module (100) is connected with the data server (200) in a GPRS (general packet radio service) or 5G (the third generation telecommunication) or other wireless modes, and the data server (200) further comprises a data receiving module.
4. The mountain torrent early warning system based on deep learning of claim 1, wherein: the early warning information issuing platform (301) is connected with the receiving terminal (303) in a mode of an operator network.
5. The mountain torrent early warning system based on deep learning of claim 1, wherein: the receiving terminal (303) comprises a client terminal such as a fixed telephone, a mobile phone and a local broadcasting station.
6. The mountain torrent early warning system based on deep learning of claim 2, wherein: the remote measuring terminal (101) comprises an integrated monitoring station and a rain gauge, the integrated monitoring station comprises a stand column (1), a camera (2) and a temperature and humidity detector (3) are respectively installed on two sides of the upper end of the stand column (1), a first fixing block (4) is fixedly connected to one side wall of the stand column (1), a supporting rod (5) is rotatably connected to the first fixing block (4), an installation block (6) is fixedly connected to one end, far away from the stand column (1), of the supporting rod (5), two semi-annular clamping plates (7) are arranged on the installation block (6), a water level detector (10) is clamped between the two semi-annular clamping plates (7), one of the semi-annular clamping plates (7) is fixedly connected with the installation block (6), the other semi-annular clamping plate (7) is slidably connected with the installation block (6), and a first connecting block (11) is fixedly connected to one ends, far away from the installation block (6), of the two semi-annular clamping plates (, and threaded connection has first bolt (12) between two first connecting blocks (11), the lower extreme lateral wall fixedly connected with second fixed block (13) of branch (5), and rotate on second fixed block (13) and be connected with bracing piece (14), the lower extreme fixedly connected with locating piece (15) of bracing piece (14), and seted up the locating hole on locating piece (15), fixed cover is equipped with clamp (16) on the lateral wall of stand (1), and two relative second connecting blocks (17) that set up of lateral wall fixedly connected with of clamp (16), two all set up threaded hole on second connecting block (17), and threaded connection has second bolt (18) on the threaded hole.
7. The mountain torrent early warning system based on deep learning of claim 6, wherein: t-shaped sliding grooves (8) are formed in the inner wall of the mounting block (6), T-shaped sliding blocks (9) are connected to the T-shaped sliding grooves (8) in a sliding mode, and the semi-annular clamping plate (7) is fixedly connected with the T-shaped sliding blocks (9).
8. The mountain torrent early warning system based on deep learning of claim 6, wherein: the inner sides of the two semi-annular clamping plates (7) are respectively bonded with a protection pad (19), and the protection pads (19) are made of rubber.
9. The mountain torrent early warning system based on deep learning of claim 6, wherein: the support rod (14) is fixedly sleeved with a handle (20).
10. The mountain torrent early warning system based on deep learning of claim 6, wherein: the top of the upright post (1) is also provided with a photovoltaic panel (21), and the photovoltaic panel (21) is connected with a power supply unit (102) in a grid mode.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010339167.6A CN111554072A (en) | 2020-04-26 | 2020-04-26 | Mountain torrent early warning system based on deep learning |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010339167.6A CN111554072A (en) | 2020-04-26 | 2020-04-26 | Mountain torrent early warning system based on deep learning |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN111554072A true CN111554072A (en) | 2020-08-18 |
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| CN208061401U (en) * | 2018-05-02 | 2018-11-06 | 华东交通大学 | A kind of easy-to-dismount mountain torrents detection device |
| CN109961612A (en) * | 2017-12-26 | 2019-07-02 | 刘方旭 | A kind of debris flow early-warning system |
| CN209417901U (en) * | 2018-09-11 | 2019-09-20 | 杭州定川信息技术有限公司 | Mountain flood dynamic early-warning system based on soil moisture content real time correction |
| CN210346835U (en) * | 2019-08-15 | 2020-04-17 | 李学玉 | Standardized mounting bracket for water level gauge |
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| DE112015002827T5 (en) * | 2014-06-16 | 2017-03-30 | Agt International Gmbh | Flood detection system |
| CN205016033U (en) * | 2015-09-15 | 2016-02-03 | 成都汉康信息产业有限公司 | Mountain landslide monitors collection system |
| CN105741213A (en) * | 2016-01-13 | 2016-07-06 | 天津中科智能识别产业技术研究院有限公司 | Disaster relief force scheduling deployment command and control system based on GIS |
| CN206751289U (en) * | 2017-05-19 | 2017-12-15 | 浙江欣苗化工有限公司 | Oil drum overturns car |
| CN109961612A (en) * | 2017-12-26 | 2019-07-02 | 刘方旭 | A kind of debris flow early-warning system |
| CN208061401U (en) * | 2018-05-02 | 2018-11-06 | 华东交通大学 | A kind of easy-to-dismount mountain torrents detection device |
| CN209417901U (en) * | 2018-09-11 | 2019-09-20 | 杭州定川信息技术有限公司 | Mountain flood dynamic early-warning system based on soil moisture content real time correction |
| CN210346835U (en) * | 2019-08-15 | 2020-04-17 | 李学玉 | Standardized mounting bracket for water level gauge |
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Inventor after: Liu Yang Inventor after: Wang Lihu Inventor after: Yang Libo Inventor after: Liu Xuemei Inventor after: Wu Huixin Inventor before: Liu Yang Inventor before: Liu Xuemei Inventor before: Liu Mingtang Inventor before: Yang Libo |
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Application publication date: 20200818 |