CN111884224A - Non-intrusive detection method for indoor charging of electric bicycle - Google Patents
Non-intrusive detection method for indoor charging of electric bicycle Download PDFInfo
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for ac mains or ac distribution networks
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60L—PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
- B60L53/00—Methods of charging batteries, specially adapted for electric vehicles; Charging stations or on-board charging equipment therefor; Exchange of energy storage elements in electric vehicles
- B60L53/60—Monitoring or controlling charging stations
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60L—PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
- B60L53/00—Methods of charging batteries, specially adapted for electric vehicles; Charging stations or on-board charging equipment therefor; Exchange of energy storage elements in electric vehicles
- B60L53/60—Monitoring or controlling charging stations
- B60L53/62—Monitoring or controlling charging stations in response to charging parameters, e.g. current, voltage or electrical charge
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60L—PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
- B60L53/00—Methods of charging batteries, specially adapted for electric vehicles; Charging stations or on-board charging equipment therefor; Exchange of energy storage elements in electric vehicles
- B60L53/60—Monitoring or controlling charging stations
- B60L53/68—Off-site monitoring or control, e.g. remote control
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R21/00—Arrangements for measuring electric power or power factor
- G01R21/001—Measuring real or reactive component; Measuring apparent energy
- G01R21/002—Measuring real component
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R21/00—Arrangements for measuring electric power or power factor
- G01R21/06—Arrangements for measuring electric power or power factor by measuring current and voltage
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J13/00—Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network
- H02J13/00002—Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network characterised by monitoring
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60L—PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
- B60L2200/00—Type of vehicles
- B60L2200/12—Bikes
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J2310/00—The network for supplying or distributing electric power characterised by its spatial reach or by the load
- H02J2310/70—Load identification
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T10/00—Road transport of goods or passengers
- Y02T10/60—Other road transportation technologies with climate change mitigation effect
- Y02T10/70—Energy storage systems for electromobility, e.g. batteries
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T10/00—Road transport of goods or passengers
- Y02T10/60—Other road transportation technologies with climate change mitigation effect
- Y02T10/7072—Electromobility specific charging systems or methods for batteries, ultracapacitors, supercapacitors or double-layer capacitors
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
- Y02T90/10—Technologies relating to charging of electric vehicles
- Y02T90/12—Electric charging stations
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
- Y02T90/10—Technologies relating to charging of electric vehicles
- Y02T90/16—Information or communication technologies improving the operation of electric vehicles
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
- Y02T90/10—Technologies relating to charging of electric vehicles
- Y02T90/16—Information or communication technologies improving the operation of electric vehicles
- Y02T90/167—Systems integrating technologies related to power network operation and communication or information technologies for supporting the interoperability of electric or hybrid vehicles, i.e. smartgrids as interface for battery charging of electric vehicles [EV] or hybrid vehicles [HEV]
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S30/00—Systems supporting specific end-user applications in the sector of transportation
- Y04S30/10—Systems supporting the interoperability of electric or hybrid vehicles
- Y04S30/14—Details associated with the interoperability, e.g. vehicle recognition, authentication, identification or billing
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- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Transportation (AREA)
- Mechanical Engineering (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Tests Of Electric Status Of Batteries (AREA)
Abstract
The invention relates to a non-intrusive detection method for indoor charging of an electric bicycle, which comprises the following steps: step 1: respectively sampling the voltage and the current of the incoming line of the main power supply to obtain a voltage sampling sequence u and a current sampling sequence i; step 2: calculating average power increment according to the voltage sampling sequence u and the current sampling sequence iAndthe time required for the mutation; and step 3: determining average power incrementAndwhether the temperature is within a specified interval range; and 4, step 4: if it is notAndif the temperature is within the specified interval range, entering the step 5; if not, the charging operation process of the electric bicycle is not carried out; and 5: calculating the slow reduction after the stable operation of the average powerAnd time consumptionRatio of (A to B)(ii) a Step 6: calculating the ratio of slow reduction to consumption time after the third harmonic stable operation(ii) a And 7: and judging whether the electric bicycle is in a charging process according to a judgment formula. The invention is beneficial to monitoring the charging on/off of the electric bicycle in time and making corresponding protection measures.
Description
Technical Field
The invention relates to a non-intrusive detection method for indoor charging of an electric bicycle, and belongs to the technical field of charging of electric bicycles.
Background
In recent years, with the increase of the types of modern household appliances and the popularization of high-power appliances, electrical fire accidents are in a remarkably rising situation, and serious fire accidents are easily caused. The national institute clearly emphasizes that the security risk prevention and control of facilities in major projects such as nuclear power engineering, electric power engineering and the like are important, and the public security department and the emergency management department issue intelligent fire-fighting proposals for many times.
The electric bicycle is a very convenient vehicle for people all the time, the problem of electricity utilization safety of residents is increasingly highlighted along with the increase of loads, and fire accidents caused by electricity utilization are frequent, wherein most of the fire accidents are caused by the charging of the electric bicycle, especially the charging of the indoor electric bicycle. The non-intrusive detection method for indoor charging of the electric bicycle can well solve the hidden trouble. The method can quickly and effectively identify the charging on and off of the electric bicycle, and effectively prevent fire caused by the overcharge of the electric bicycle.
The existing research and literature only identifies the load of residents, but no literature provides a criterion for accurately, effectively and quickly identifying the charging load of the electric bicycle, and the charging of the electric bicycle is judged to be started and closed according to the head and tail detection of the charging active power and the third harmonic current of the electric bicycle.
Disclosure of Invention
In order to solve the technical problems, the invention provides a non-intrusive detection method for indoor charging of an electric bicycle, which has the following specific technical scheme: the method comprises the following steps:
step 1: respectively sampling the voltage and the current of the incoming line of the main power supply to obtain a voltage sampling sequence u and a current sampling sequence i;
step 2: calculating average power increment according to the voltage sampling sequence u and the current sampling sequence iAnd the time required for mutation;
And step 3: determining average power incrementAndwhether the temperature is within a specified interval range;
and 4, step 4: if it is notAndif the temperature is within the specified interval range, entering the step 5; if not, the charging operation process of the electric bicycle is not carried out;
and 5: calculating the slow reduction after the stable operation of the average powerAnd time consumptionRatio of (A to B);
Step 6: calculating the slow reduction after the third harmonic stable operationAnd time consumptionRatio of (A to B);
And 7: according to,,,The formed judgment formula judges whether the charging process of the electric bicycle is performed.
Further, in step 3The interval of (a) is in the range of 100W-400W,in the interval range of 0.1S-1S.
Further, calculating the average power increment in step 2The calculation formula of (2) is as follows:in the formulaIn order to obtain steady-state active power before sudden change,the maximum active power after mutation.
In the formulaThe time corresponding to the steady-state active power before the sudden change,the time corresponding to the maximum active power after mutation.
in the formula,The steady active power and the corresponding time before the gradual descending and sudden change of the electric bicycle,,the active power and the corresponding time after the slow drop sudden change.
in the formula (I), the compound is shown in the specification,,is the steady state third harmonic current before the gradual descending sudden change of the electric bicycle and the corresponding time,,the third harmonic current and the corresponding time after the slow drop mutation.
The invention has the beneficial effects that: when the electric bicycle is just charged, the charging current and the consumed charging power are both large, along with the charging, the electric quantity of the battery of the electric bicycle is gradually increased, the charging current and the consumed charging power are both gradually decreased, and finally trickle charging is realized. The non-intrusive detection method can accurately, effectively and quickly identify the start and the end of the starting of the electric bicycle, and the identification result is helpful for property management personnel or relevant management departments to dispatch the management departments to monitor the charging starting and closing of the electric bicycle in time, so that corresponding protection measures are taken; the monitoring of the charging behavior of the electric bicycle can effectively avoid possible fire safety accidents.
Drawings
FIG. 1 is a flow chart of the non-intrusive detection method for indoor charging of an electric bicycle according to the present invention,
fig. 2 is a charging active power diagram of an electric bicycle according to an embodiment of the present invention,
fig. 3 is a third harmonic current diagram for charging an electric bicycle according to an embodiment of the present invention.
Detailed Description
The present invention will now be described in further detail with reference to the accompanying drawings. These drawings are simplified schematic views illustrating only the basic structure of the present invention in a schematic manner, and thus show only the constitution related to the present invention.
As shown in fig. 1, the non-intrusive detection method for indoor charging of the electric bicycle of the present invention comprises the following steps:
step 1: respectively sampling the voltage and the current of the incoming line of the main power supply to obtain a voltage sampling sequence u and a current sampling sequence i; the voltage sampling sequence u and the current sampling sequence i are sampling sequences subjected to preprocessing such as filtering and denoising, and the sampling frequency of the voltage sampling sequence u and the sampling frequency of the current sampling sequence i are both 500Hz-2 kH.
Step 2: calculating the average power increment and the time required for mutation according to the voltage sampling sequence u and the current sampling sequence i; the calculated average power incrementThe calculation formula of (2) is as follows:the calculation formula of the time required for mutation is as follows:,
in the formulaIn order to obtain steady-state active power before sudden change,in order to obtain the maximum active power after the sudden change,
the time corresponding to the steady-state active power before the sudden change,the time corresponding to the maximum active power after mutation.
As shown in FIG. 2, during the charging process of the electric bicycle, the active power of the electric bicycle is suddenly changed to the steady state=0.73W, corresponding to a time of=3.025Min, maximum active power after mutation=243W, corresponding to a time of=3.03Min, calculating the average power increment in the charging process of the electric bicycle,
And step 3: determining average power incrementAndwhether the temperature is within a specified interval range;the interval of (a) is in the range of 100W-400W,the interval range is 0.1S-1S, the charging process of the electric bicycle meets the requirement that the average power increment range is 100W-400W and the time required by sudden change is met0.1S~1S。
And 4, step 4: judgment ofAndall within the predetermined interval range, the process proceeds to step 5.
And 5: calculating the slow reduction after the stable operation of the average powerAnd time consumptionRatio of (A to B)(ii) a The above-mentioned、Andthe calculation formula of (a) is as follows:
in the formula (I), the compound is shown in the specification,,is the steady active power of the electric bicycle before the gradual descending and sudden change and the corresponding time,,the active power and the corresponding time after the slow drop sudden change.
As shown in fig. 2: steady-state active power before sudden change of charging slow drop of electric bicycle and corresponding time of steady-state active power=263W,=19.47Min, active power after slow descent and corresponding time thereof=56W,=95.2Min, then=263-56=207W,=95.2-19.47=75.73Min, calculated to obtain=2.714。
Step 6: calculating the slow reduction after the third harmonic stable operationAnd time consumptionRatio of (A to B)(ii) a Said in step 6、Andthe calculation formula of (a) is as follows:,,,
in the formula (I), the compound is shown in the specification,,is the steady state third harmonic current before the gradual descending sudden change of the electric bicycle and the corresponding time,,the third harmonic current and the corresponding time after the slow drop mutation.
As shown in fig. 3: steady-state third harmonic current before sudden change of charging slow drop of electric bicycle and corresponding time thereof=0.748A,=19.02Min, third harmonic current after slow drop and corresponding time=0.23A,=95.53Min, then=0.748-0.23=0.518A,=95.53-19.02 =76.51Min, then=0.0068。
And 7: according to,,,The formed judgment formula judges whether the charging process of the electric bicycle is carried out or not, and the judgment formula is,. ComputingAndall satisfy the conditionAnd judging that the electric appliance is a charging process of the electric bicycle.
In conclusion, the method can accurately, effectively and quickly identify the start and the end of the starting of the electric bicycle, and the identification result is helpful for property management personnel or related management departments to dispatch the electric bicycle to monitor the charging opening and closing of the electric bicycle in time, so that corresponding protection measures are taken.
The foregoing illustrates and describes the principles, general features, and advantages of the present invention. It should be understood by those skilled in the art that the above examples are not intended to limit the present invention in any way, and all technical solutions obtained by means of equivalents or equivalent changes fall within the protection scope of the present invention.
Claims (7)
1. A non-intrusive detection method for indoor charging of an electric bicycle is characterized by comprising the following steps:
step 1: respectively sampling the voltage and the current of the incoming line of the main power supply to obtain a voltage sampling sequence u and a current sampling sequence i;
step 2: calculating average power increment according to the voltage sampling sequence u and the current sampling sequence iAnd the time required for mutation;
And step 3: determining average power incrementAndwhether the temperature is within a specified interval range;
and 4, step 4: if it is notAndif the temperature is within the specified interval range, entering the step 5; if not, the charging operation process of the electric bicycle is not carried out;
and 5: calculating the slow reduction after the stable operation of the average powerAnd time consumptionRatio of (A to B);
Step 6: calculating the slow reduction after the third harmonic stable operationAnd time consumptionRatio of (A to B);
3. The non-intrusive method of detecting indoor charging of electric bicycles of claim 1, wherein: calculating the average power increment as described in step 2The calculation formula of (2) is as follows:in the formulaIn order to obtain steady-state active power before sudden change,the maximum active power after mutation.
4. The non-intrusive method of detecting indoor charging of electric bicycles of claim 1, wherein: time required for mutation in step 2The calculation formula of (a) is as follows,
5. The non-intrusive method of detecting indoor charging of electric bicycles of claim 1, wherein: said in step 5The calculation formula of (a) is as follows:
6. The non-intrusive indoor charging of electric bicycles of claim 1The formula detection method is characterized in that: said in step 6、Andthe calculation formula of (a) is as follows:,,,
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Cited By (7)
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CN112952827A (en) * | 2021-04-08 | 2021-06-11 | 任亚星 | Non-invasive full-load identification technology for accurately identifying charging of electric bicycle |
CN113156202A (en) * | 2021-03-11 | 2021-07-23 | 国电南瑞科技股份有限公司 | Non-invasive identification method and device for charging of battery car based on harmonic wave and time characteristics |
CN113538037A (en) * | 2021-06-16 | 2021-10-22 | 北京市腾河智慧能源科技有限公司 | Method, system, equipment and storage medium for monitoring charging event of battery car |
CN113567794A (en) * | 2021-09-24 | 2021-10-29 | 国网江苏省电力有限公司营销服务中心 | Electric bicycle indoor charging identification method and system based on dynamic time warping |
CN113928158A (en) * | 2021-08-31 | 2022-01-14 | 天津大学 | Non-invasive electric bicycle monitoring method and system based on model self-learning |
WO2022155791A1 (en) * | 2021-01-19 | 2022-07-28 | 贵州电网有限责任公司 | Method for analyzing charging status of electric motorcycle on basis of analysis of electrical feature sequence |
CN116215295A (en) * | 2023-03-31 | 2023-06-06 | 广东健怡投资有限公司 | Charging pile monitoring and early warning method, device, equipment and storage medium |
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CN112952827A (en) * | 2021-04-08 | 2021-06-11 | 任亚星 | Non-invasive full-load identification technology for accurately identifying charging of electric bicycle |
CN113538037A (en) * | 2021-06-16 | 2021-10-22 | 北京市腾河智慧能源科技有限公司 | Method, system, equipment and storage medium for monitoring charging event of battery car |
CN113538037B (en) * | 2021-06-16 | 2023-11-24 | 北京市腾河智慧能源科技有限公司 | Method, system, equipment and storage medium for monitoring charging event of battery car |
CN113928158A (en) * | 2021-08-31 | 2022-01-14 | 天津大学 | Non-invasive electric bicycle monitoring method and system based on model self-learning |
CN113928158B (en) * | 2021-08-31 | 2023-02-24 | 天津大学 | Non-invasive electric bicycle monitoring method and system based on model self-learning |
CN113567794A (en) * | 2021-09-24 | 2021-10-29 | 国网江苏省电力有限公司营销服务中心 | Electric bicycle indoor charging identification method and system based on dynamic time warping |
CN116215295A (en) * | 2023-03-31 | 2023-06-06 | 广东健怡投资有限公司 | Charging pile monitoring and early warning method, device, equipment and storage medium |
CN116215295B (en) * | 2023-03-31 | 2023-09-19 | 广东健怡投资有限公司 | Charging pile monitoring and early warning method, device, equipment and storage medium |
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