WO2022146690A1 - Electrochemical cell safety diagnostics - Google Patents
Electrochemical cell safety diagnostics Download PDFInfo
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- WO2022146690A1 WO2022146690A1 PCT/US2021/063458 US2021063458W WO2022146690A1 WO 2022146690 A1 WO2022146690 A1 WO 2022146690A1 US 2021063458 W US2021063458 W US 2021063458W WO 2022146690 A1 WO2022146690 A1 WO 2022146690A1
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- Prior art keywords
- electrochemical cell
- charging current
- increase
- charging
- electrochemical
- Prior art date
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- HBBGRARXTFLTSG-UHFFFAOYSA-N Lithium ion Chemical compound [Li+] HBBGRARXTFLTSG-UHFFFAOYSA-N 0.000 description 1
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Classifications
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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
- H02J7/00—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries
- H02J7/0047—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries with monitoring or indicating devices or circuits
- H02J7/005—Detection of state of health [SOH]
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- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01M—PROCESSES OR MEANS, e.g. BATTERIES, FOR THE DIRECT CONVERSION OF CHEMICAL ENERGY INTO ELECTRICAL ENERGY
- H01M10/00—Secondary cells; Manufacture thereof
- H01M10/42—Methods or arrangements for servicing or maintenance of secondary cells or secondary half-cells
- H01M10/44—Methods for charging or discharging
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01M—PROCESSES OR MEANS, e.g. BATTERIES, FOR THE DIRECT CONVERSION OF CHEMICAL ENERGY INTO ELECTRICAL ENERGY
- H01M10/00—Secondary cells; Manufacture thereof
- H01M10/42—Methods or arrangements for servicing or maintenance of secondary cells or secondary half-cells
- H01M10/48—Accumulators combined with arrangements for measuring, testing or indicating the condition of cells, e.g. the level or density of the electrolyte
-
- 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
- H02J7/00—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries
- H02J7/007—Regulation of charging or discharging current or voltage
- H02J7/00712—Regulation of charging or discharging current or voltage the cycle being controlled or terminated in response to electric parameters
- H02J7/00714—Regulation of charging or discharging current or voltage the cycle being controlled or terminated in response to electric parameters in response to battery charging or discharging current
Definitions
- the present disclosure relates to, among other things, electrochemical cells; and particularly to safety diagnostics of electrochemical cells.
- Electrochemical cells can be used in a variety of medical equipment such as ventilators, surgical staplers, medical monitoring equipment, etc. Some electrochemical cells can be recharged to allow repeated use of the electrochemical cells and extend the useful life of such electrochemical cells. However, over time and with repeated use, the electrochemical cells may degrade without showing any outward signs of degradation.
- C onsequendy some electrochemical cells can fail suddenly and without warning. Failure may include electrochemical cell rupture or electrochemical cell venting. Such failure could damage medical equipment and/or leave the medical equipment without a source of power. However, early detection of electrochemical cell degradation or state of health detection may allow electrochemical cells to be replaced before experiencing failure.
- Embodiments described herein involve a method comprising charging at least one electrochemical cell to a predetermined voltage of the electrochemical cell using an external power source. A charging current of the at least one electrochemical cell is monitored. An increase in the charging current is detected at the predetermined voltage of the at least one electrochemical cell. It is determined that at least one electrochemical cell is in danger of experiencing a performance decrease based on the detected increase in the charging current.
- a system involves an external power source configured to charge at least one electrochemical cell to a predetermined voltage of the electrochemical cell.
- a controller is configured to cause the external power source to charge the at least one electrochemical cell to a predetermined voltage of the electrochemical cell.
- a charging current of the electrochemical cell is monitored. An increase in the charging current is detected at the predetermined voltage of the at least one electrochemical cell. It is determined that at least one electrochemical cell is in danger of experiencing a performance decrease based on the detected increase in the charging current.
- a method involves charging at least one electrochemical cell to a predetermined voltage of the electrochemical cell using an external power source.
- a charging current of the at least one electrochemical cell is monitored.
- An increase in the charging current is detected at the predetermined voltage of at least one electrochemical cell. It is determined whether the increase in the charging current is greater than a predetermined threshold. It is determined that at least one electrochemical cell is in danger of experiencing a performance decrease based the determination that the charging current is greater than the predetermined threshold.
- FIG. l is a schematic block diagram of an embodiment of an electrochemical cell charging apparatus and a device in accordance with embodiments described herein;
- FIG. 2 is a schematic block diagram of an embodiment of an electrochemical cell charging apparatus in accordance with embodiments described herein;
- FIG. 3 shows a flow diagram to detect potential battery pack failure in accordance with embodiments describe herein;
- FIG. 4 illustrates the charging current versus time for multiple charge cycles in accordance with embodiments described herein;
- FIG. 5 A shows an example of recovered capacity versus time for batteries kept at 37°C, 50°C, and 60°C in accordance with embodiments described herein;
- FIG. 5B shows an example of recoverable capacity versus time for batteries kept at 37°C, 50°C, and 60°C in accordance with embodiments described herein;
- FIGS. 6 A and 6B show the charging current versus time for a first battery set and a replacement battery set stored at 60°C in accordance with embodiments described herein;
- FIGS. 7 A and 7B show the charging current versus time for a first battery set and a replacement battery set stored at 50°C in accordance with embodiments described herein;
- FIGS. 8 A and 8B show the charging current versus time for a first battery set and a replacement battery set stored at 37°C in accordance with embodiments described herein;
- Rechargeable battery or battery pack failures can occur when cells are held at the top of charge over an extended period of time, at elevated temperatures, due to internal chemistry or battery chemistry degradation.
- preventative actions may include stopping the charging, sending alerts, declaring the pack as failed, opening FETs, and/or blowing the fuse.
- Embodiments described herein involve a method for detecting battery pack failures.
- Float charge testing for commercial lithium ion cells has shown that before there is pressure rise in the cell that leads to failures (vent blown or current-interrupt device (CID) opening), there is a steady increase in the current to hold the battery pack at a predetermined voltage.
- the predetermined voltage may be the top of charge for the battery pack.
- the increase in current may be detected at a time when the battery pack is not held at the predetermined voltage. This is in contrast to a normal charging situation where current continues to decline with time.
- a diagnostic can be implemented to detect impending failures.
- Embodiments described herein involve electrochemical cell charging apparatuses configured to predict a failure of the electrochemical cell. If a failure is predicted, various system may take various failure mitigation actions before failure of the electrochemical cell.
- the electrochemical cell charging apparatus may monitor or determine charging current or a property associated with charging current. For example, the charging apparatus may monitor or determine temperature, pressure, capacitance loss, frequency of recharge, etc. and may determine potential impending failure on the monitored or determined charging current or property associated with charging current.
- Some examples of detecting or monitoring of current or a property associated with current include, but are not limited to, detecting current at top of charge; monitoring the frequency of recharge the electrochemical cell while the electrochemical is operatively coupled to the charger; temperature at the top of charge (or period of static float); and the like.
- Some charging algorithms for rechargeable electrochemical cells and battery packs include a "recharge state.” in such charging algorithms, the electrochemical cell is charged to a maximum capacity (e.g., 100% state of charge (SOC)) and then charging is ceased. While the charging is ceased, the electrochemical cell may power the charging apparatus, causing the battery to discharge over time. Once the battery drops to a threshold SOC, charging of the electrochemical cell may be enabled to charge the battery back to 100% SOC. This cycle may be repeated until the electrochemical cell is removed from the charger.
- a maximum capacity e.g., 100% state of charge (SOC)
- SOC state of charge
- a reduction in the ability of an electrochemical cell to remain at a maximum capacity and/or other predetermined voltage may be an early indicator of electrochemical cell damage. Such loss of capacity may be caused by internal shorts resulting from separator damage, foreign material conduction, or other factors related to the inability of the electrochemical cell to maintain full charge. Detection of a loss of charge can be performed during charging periods where the electrochemical cell charge level normally would be expected to be static.
- a damaged electrochemical cell may not be able to maintain its charge level when a charging current is removed.
- a voltage of a damaged electrochemical cell may droop during a static charger “float” time period. Such drooping voltage is indicative of a current leak and a loss in electrochemical cell capacity.
- a damaged electrochemical cell may experience a rise in charging current when the expected charging current is less than a predetermined value (e.g., 1 mA), for example.
- a predetermined value e.g. 1 mA
- Such charging currents can be greater than or equal to 1 mA when the expected charging current is less than 1 mA.
- the apparatus, systems, and methods described herein may enhance the performance and reliability of electrochemical cells or battery packs. Shutting down or replacing the electrochemical cell or the battery pack early enough may prevent build-up of internal electrochemical cell pressure that may otherwise reach levels that would cause electrochemical cell to rupture or cause electrochemical cell electrolyte venting.
- FIG. 1 a schematic block diagram of a charging apparatus 100 and a device 102 is shown.
- the charging apparatus 100 includes a charger 104 and a computing apparatus 106.
- the charging apparatus 100 may optionally include one or more sensors 108-1.
- the charger 100 may include a housing (not shown) to house the charger 104 and the computing apparatus 106.
- the housing may also house the sensors 108-1.
- the device 102 includes one or more electrochemical cells 110.
- the electrochemical cells 110 can optionally be included in a battery pack 112.
- the battery pack 112 may include a battery management system (BMS) 114 and one or more sensors 108-2.
- BMS battery management system
- the device 102 may be a medical device.
- the medical device may be a ventilator, surgical stapler, or medical monitoring equipment, for example.
- the charger 104 may be configured to charge the electrochemical cells 110 or battery pack 112.
- the charger 104 may include any suitable circuitry or electronics to charge the electrochemical cells 110 or battery pack 112 such as, e.g., a power source, rectifier circuit, power circuit, control circuit, regulator circuit, fault detection circuit, etc.
- the computing apparatus 104 may be operatively coupled to the charger 104.
- the computing apparatus 104 may control the charger to charge the electrochemical cells 110.
- the computing apparatus 104 may be operatively coupled to the sensors 108-1.
- the computing apparatus may be configured to monitor various conditions related to charging the electrochemical cells 110 such as, e.g., charging current, voltage, temperature, etc.
- the computing apparatus 106 may be configured to determine a state of health of the electrochemical cells 110 according to the various methods described herein.
- the computing apparatus 106 may be configured to determine the potential failure of the electrochemical cells 110 based on a charging current, electrochemical cell temperature, temperature difference, recharge frequency, capacitance fade, etc.
- the computing apparatus 106 may be configured to determine charging current, electrochemical cell temperature, temperature difference, recharge frequency, or capacitance fade based on the monitored conditions related to charging the electrochemical cells 110.
- the electrochemical cells 110 may include any suitable type or chemistry such as, e.g., nickel metal hydride, lithium ion, lead acid, etc.
- the electrochemical cells 110 are rechargeable electrochemical cells.
- the electrochemical cells 110 may have any suitable voltage, capacity, supply current, etc.
- the electrochemical cells 110 may be incorporated into a battery pack 112.
- the battery pack 112 may include a plurality of electrochemical cells 110.
- the electrochemical cells 110 can be arranged in parallel, series, or a combination thereof.
- the battery pack 112 may include the BMS 114 to monitor the electrochemical cells 110, maintain safe operating conditions of the electrochemical cells, reporting various conditions of the electrochemical cells, etc.
- the battery pack 112 may further include sensors 108-2 to sense temperature, voltage, current, etc.
- the sensors 108-1, 108-2 may include any suitable sensor or sensors such as, e.g., temperature sensors, current sensors, voltage sensors, state of charge sensors, etc.
- the sensors 108 may provide a sensed temperature signal, sensed current signal, sensed voltage signal, sensed state of charge signal, etc.
- the signals provided by the sensors 108 may be indicative of the properties sensed by the sensors.
- FIG. 2 a schematic block diagram of a charging apparatus 200 according to embodiments described herein is shown.
- the charging apparatus 200 may include a computing apparatus or processor 202 and a charger 210.
- the charger 210 may be operably coupled to the computing apparatus 202 and may include any suitable circuits or devices configured charge electrochemical cells.
- the charger 210 may include one or more power sources, rectifier circuits, power circuits, control circuits, regulator circuits, fault detection circuits, etc.
- the charging apparatus 200 may additionally include one or more sensors 212 operably coupled to the computing apparatus 202.
- the sensors 212 may include any one or more devices configured to sense charging information of the charger 210 or electrochemical cells.
- the sensors 212 may include any apparatus, structure, or device to capture the charging information of the charger such as one or more current sensors, voltage sensors, temperature sensors, etc.
- the computing apparatus 202 includes data storage 204.
- Data storage 204 allows for access to processing programs or routines 206 and one or more other types of data 208 that may be employed to carry out the techniques, processes, and algorithms of determining whether an electrochemical cell is in danger experiencing a performance decrease.
- processing programs or routines 206 may include programs or routines for determining a charging current, determining a temperature difference, determining a frequency of recharge, determining a state of health of an electrochemical cell, computational mathematics, matrix mathematics, Fourier transforms, compression algorithms, calibration algorithms, image construction algorithms, inversion algorithms, signal processing algorithms, normalizing algorithms, deconvolution algorithms, averaging algorithms, standardization algorithms, comparison algorithms, vector mathematics, analyzing sound data, analyzing hearing device settings, detecting defects, or any other processing required to implement one or more embodiments as described herein.
- Data 208 may include, for example, temperature data, voltage data, charging current data, state of health data, state of charge data, thresholds, arrays, meshes, grids, variables, counters, statistical estimations of accuracy of results, results from one or more processing programs or routines employed according to the disclosure herein (e.g., determining a state of health of an electrochemical cell, etc.), or any other data that may be necessary for carrying out the one or more processes or techniques described herein.
- the charging apparatus 200 may be controlled using one or more computer programs executed on programmable computers, such as computers that include, for example, processing capabilities (e.g., microcontrollers, programmable logic devices, etc.), data storage (e.g., volatile or non-volatile memory and/or storage elements), input devices, and output devices.
- Program code and/or logic described herein may be applied to input data to perform functionality described herein and generate desired output information.
- the output information may be applied as input to one or more other devices and/or processes as described herein or as would be applied in a known fashion.
- the programs used to implement the processes described herein may be provided using any programmable language, e.g., a high-level procedural and/or object orientated programming language that is suitable for communicating with a computer system. Any such programs may, for example, be stored on any suitable device, e.g., a storage media, readable by a general or special purpose program, computer or a processor apparatus for configuring and operating the computer when the suitable device is read for performing the procedures described herein.
- the charging apparatus 200 may be controlled using a computer readable storage medium, configured with a computer program, where the storage medium so configured causes the computer to operate in a specific and predefined manner to perform functions described herein.
- the computing apparatus 202 may be, for example, any fixed or mobile computer system (e.g., a personal computer or minicomputer).
- the exact configuration of the computing apparatus is not limiting and essentially any device capable of providing suitable computing capabilities and control capabilities (e.g., control the sound output of the charging apparatus 200, the acquisition of data, such as image data, audio data, or sensor data) may be used.
- the computing apparatus 202 may be incorporated in a housing of the charging apparatus 200.
- peripheral devices such as a computer display, mouse, keyboard, memory, printer, scanner, etc. are contemplated to be used in combination with the computing apparatus 202.
- the data 208 may be analyzed by a user, used by another machine that provides output based thereon, etc.
- a digital file may be any medium (e.g., volatile or non-volatile memory, a CD-ROM, a punch card, magnetic recordable tape, etc.) containing digital bits (e.g., encoded in binary, trinary, etc.) that may be readable and/or writeable by computing apparatus 202 described herein.
- a file in user-readable format may be any representation of data (e.g., ASCII text, binary numbers, hexadecimal numbers, decimal numbers, audio, graphical) presentable on any medium (e.g., paper, a display, sound waves, etc.) readable and/or understandable by a user.
- data e.g., ASCII text, binary numbers, hexadecimal numbers, decimal numbers, audio, graphical
- any medium e.g., paper, a display, sound waves, etc.
- processors such as, e.g., one or more microprocessors, DSPs, ASICs, FPGAs, CPLDs, microcontrollers, or any other equivalent integrated or discrete logic circuitry, as well as any combinations of such components, image processing devices, or other devices.
- processors such as, e.g., one or more microprocessors, DSPs, ASICs, FPGAs, CPLDs, microcontrollers, or any other equivalent integrated or discrete logic circuitry, as well as any combinations of such components, image processing devices, or other devices.
- processing apparatus processor
- processor or processing circuitry
- processing circuitry may generally refer to any of the foregoing logic circuitry, alone or in combination with other logic circuitry, or any other equivalent circuitry.
- the use of the word “processor” may not be limited to the use of a single processor but is intended to connote that at least one processor may be used to perform the techniques and processes described herein.
- Such hardware, software, and/or firmware may be implemented within the same device or within separate devices to support the various operations and functions described in this disclosure.
- any of the described components may be implemented together or separately as discrete but interoperable logic devices. Depiction of different features, e.g., using block diagrams, etc., is intended to highlight different functional aspects and does not necessarily imply that such features must be realized by separate hardware or software components. Rather, functionality may be performed by separate hardware or software components or integrated within common or separate hardware or software components.
- the functionality ascribed to the systems, devices and techniques described in this disclosure may be embodied as instructions on a computer- readable medium such as RAM, ROM, NVRAM, EEPROM, FLASH memory, magnetic data storage media, optical data storage media, or the like.
- the instructions may be executed by the computing apparatus 202 to support one or more aspects of the functionality described in this disclosure.
- the performance decrease may be indicative that the at least one electrochemical cell is in danger of failing.
- At least one electrochemical cell is charged to a predetermined voltage using an external power source.
- a charging current of the at least one electrochemical cell is monitored 320. The charging current may be monitored while the electrochemical cell is charging and/or during a period of static float between charge cycles.
- An increase in the charging current while the electrochemical cell is held at the predetermined voltage of the at least one electrochemical cell may be detected 330 based on the monitoring 320.
- the predetermined voltage is substantially the maximum capacity of the at least one electrochemical cell.
- detecting an increase in the charging current comprises determining a rate of increase of the charging current. Some embodiments involve determining a rate of increase of the charging current over more than one charging cycle.
- the detected charging current may be compared to a respective charging current of other cells within the battery pack and/or other battery packs in similar conditions.
- an electrochemical cell may be compared to one or more neighboring electrochemical cells in a battery pack. The comparison may be used to determine if there is a decrease in performance of the one or more electrochemical cells.
- one or more failure mitigation actions are taken based on a determination that electrochemical cell failure is likely to occur.
- the failure mitigation actions may include stopping the charging of the electrochemical cell, sending one or more alerts, opening one or more field effect transistors (FETs) (e.g., charging FETs) of the electrochemical cell, and/or blowing one or more fuses of the electrochemical cell.
- FETs field effect transistors
- the alerts may include one or more of audible alerts, visual alerts, and/or tactile alerts.
- an alert apparatus may be used such as a speaker, a vibrator, and/or a display.
- the BMS may choose the one or more failure mitigation actions based on the detected rate of current increase.
- a series of thresholds may be used to determine an appropriate action.
- the thresholds may depend on an estimated time to failure based on the rate of current increase. For example, if the rate is above a first threshold and below a second threshold, the BMS may stop charging the electrochemical cell and/or send one or more alerts. If the rate is above the second threshold, the BMS may open the FETs and/or blow the one or more fuses.
- the various thresholds described herein may depend on operating voltage and/or temperature. For example, in FIG. 6A, in one month two cells have a slight uptick at the end of the month in November.
- the slope picks up.
- the slope really picks up.
- a 2 mA threshold would have given more than a month’s warning. The timing of the progression and the magnitude of the threshold will depend on (at least) hold voltage, temperature, and/or the cell type
- the batteries when the batteries are held in a fully charged state, they will be charged to 100% and then allowed to discharge to a predetermined percentage. For example, the batteries may be allowed to discharge to about 93% and then charged back to full again. The cycle then continues until the battery is removed from the charger. If a battery failure is determined to be likely, the one or more FETs are opened for a predetermined period of time, e.g., 10 hours. This causes the battery to miss the 93% recharge and the battery may be allowed to discharge during this time. For example, the cells may be discharged to about 35% before being allowed to charge again. In this example, a discharge rate in a range of about 110mA to about 120 mA causes a 65% reduction in charge in about 10 hours. According to various configurations, the rate of timing of the discharge may be used to monitor parasitic leakage, which can give rise to CID opening.
- FIG. 4 illustrates the charging current versus time for multiple charge cycles 405 in accordance with embodiments described herein.
- Each charge cycle has several portions.
- a charging portion 450 is shown at the beginning of the charging cycle.
- the charging current increases until the battery is substantially charged 460.
- the charge cycle then enters the float portion and the charging current drops 470.
- the charging current may drop exponentially until a minimum charging current 480.
- the charging current plateaus 475 at about 100 mA before dropping to a minimum charging current 480.
- the plateauing of the charging current may be indicative of impending battery failure.
- the first two charge cycles of FIG. 4 show substantially healthy charge cycles.
- the charging current remains at the minimum charging current until the next charge cycle begins.
- the timing of the charge cycles may be based on a time between the beginning and/or end of a previous charge cycle.
- the float portion of the charging cycle may be about 3.5 hours.
- the timing of the charge cycles depends on the state of charge of the battery.
- the float portion may last until the battery discharges to about 93% of the total charge capacity.
- a battery pack failure occurs in the last charge cycle 420.
- the charging current increases 415 instead of plateauing as shown in previous charge cycles.
- backup battery packs may be kept at high voltage.
- the backup battery packs are kept at relatively high temperature.
- the battery packs may be stored at a temperature in a range of about 37°C to about 60°C.
- the repeated charge cycles and/or the high heat may cause the battery health to degrade over time.
- a decrease in battery health may involve a decrease in battery capacity and/or a decrease in performance.
- FIG. 5A shows an example of recovered capacity (about one month after storage) versus time for batteries kept at 37°C, 50°C, and 60°C.
- FIG. 5B shows an example of recoverable capacity (about three months after storage) versus time for batteries kept at 37°C, 50°C, and 60°C.
- the batteries stored at the higher temperatures had more of a drop in capacity than the batteries stored at the relatively lower temperatures.
- Observing both the recovered and recoverable capacity may be useful to determine whether degradation of the cells is permanent.
- the difference between the recovered and recoverable capacity is fairly subtle.
- the differences between the recovered and the recoverable capacity may be more pronounced.
- FIGS. 6A and 6B show the charging current versus time for a first battery set and a replacement battery set, respectively.
- both the first battery set and the second battery set were stored at about 60°C.
- both battery sets experienced an increase in the charging current.
- the charging current started increasing in about December 2017.
- the replacement set shown in FIG. 6B the charging current started increasing in about February 2018.
- FIGS. 7A and 7B show the charging current versus time for a first battery set and a replacement battery set, respectively.
- both the first battery set and the second battery set were stored at about 50°C.
- neither battery set experienced an increase in the charging current.
- FIGS. 8A and 8B show the charging current versus time for a first battery set and a replacement battery set, respectively.
- both the first battery set and the second battery set were stored at about 37°C.
- neither battery set experienced an increase in the charging current.
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EP21841120.5A EP4268347A1 (en) | 2020-12-28 | 2021-12-15 | Electrochemical cell safety diagnostics |
CN202180087936.0A CN116710792A (en) | 2020-12-28 | 2021-12-15 | Electrochemical cell safety diagnostics |
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US202063131068P | 2020-12-28 | 2020-12-28 | |
US63/131,068 | 2020-12-28 | ||
US17/528,351 US20220209311A1 (en) | 2020-12-28 | 2021-11-17 | Electrochemical cell safety diagnostics |
US17/528,351 | 2021-11-17 |
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2021
- 2021-12-15 WO PCT/US2021/063458 patent/WO2022146690A1/en active Application Filing
- 2021-12-15 EP EP21841120.5A patent/EP4268347A1/en active Pending
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US20200044473A1 (en) * | 2017-04-14 | 2020-02-06 | Murata Manufacturing Co., Ltd. | Charging control device and charging unit |
EP3667342A1 (en) * | 2017-09-21 | 2020-06-17 | Furukawa Electric Co., Ltd. | Rechargeable battery short circuit prediction device and rechargeable battery short circuit prediction method |
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