1695 results about "Standby power" patented technology

The invention relates to an offshore energy platform coordinated scheduling method based on multi-energy complementation and hierarchical optimization, which combines multi-energy complementation characteristic modeling, multi-target opportunity constraint optimization and rolling optimization, and realizes offshore multi-energy coordinated scheduling by constructing a hierarchical decoupling optimization and control system. Based on prediction and historical data of multiple types of energy such as offshore wind power, photovoltaic energy and tidal energy, complementarity and flexibility of the energy are quantified, high-quality data support is provided for scheduling optimization, a day-ahead layered optimization model containing renewable energy priority consumption and flexible standby configuration is constructed, and a medium-and-long-term output strategy is formulated. Output of various energy sources is dynamically adjusted through a rolling optimization mechanism, and flexible response to renewable energy fluctuation is achieved. And finally, second-level frequency and voltage support is realized by using a virtual synchronous machine and droop control, and the self-adaptive capability of the system is enhanced. According to the invention, the cooperative regulation capability and operation stability of the offshore platform multi-energy system can be effectively improved, and the dependence on a traditional standby power supply is reduced.

The invention relates to the technical field of emergency communication, in particular to a Beidou short message-based multi-mode emergency communication terminal, which comprises a Beidou communication module, a multi-source positioning unit, an information coding processor and a main control unit, the Beidou communication module is used for realizing short message communication with a Beidou satellite and supporting a BDS-3 protocol; the physical SOS button is provided with a mistaken touch prevention structure and comprises a mechanical pressing assembly with a triggering pressure threshold value larger than 2N and continuous pressing time verification logic; the multi-source positioning unit is used for acquiring position information including longitude, latitude and height; the information coding processor is configured to compress the collected help-seeking information to be within the capacity limit of a Beidou short message and generate a standard message of an emergency communication protocol; a standby power supply switching circuit is arranged in the main control unit, the main control unit is used for coordinating the work of each module and managing a power supply system, and the power supply system comprises a replaceable lithium thionyl chloride battery and a solar charging panel; and the low-power-consumption main control unit controls the Beidou communication module to transmit information to a Beidou communication satellite.

The invention discloses a virtual power plant building key load priority distribution method and system, and relates to the technical field of load dispatching management. The virtual power plant building key load priority distribution method comprises the following steps: S1, acquiring load switching scheduling data, and preprocessing the load switching scheduling data; s2, identifying an executable switching window between the main power supply and the standby power supply, quantifying a switching impact index of a load, and screening a candidate load set; s3, evaluating the switching priority of the load and generating a sorting list, and sequentially selecting according to the upper limit of the residual impact capacity of the bus to form a current period execution plan; and S4, executing a scheduling instruction, recording operation parameters before and after switching in real time, constructing a disturbance evaluation input set, evaluating a load switching disturbance degree, judging a switching state based on an evaluation result, and triggering a feedback mechanism to adjust a subsequent sorting weight and an impact tolerance. The problem of bus impact caused by concurrent access of multiple loads in the main and standby power supply switching process is solved.

The invention relates to the technical field of elevator energy consumption analysis, and discloses an elevator energy consumption analysis method and system.The elevator energy consumption analysis method comprises the steps that elevator operation data are obtained, anchor point events are detected based on the elevator operation data, time alignment processing is conducted on the elevator operation data, and a synchronous data sequence with a unified time axis is generated; based on the synchronous data sequence, elevator running states are recognized, regeneration running stages are marked, and time segments corresponding to the elevator running states are output; carrying out integral calculation on the active power of the line in a time segment, realizing bottom consumption stripping in combination with a standby power reference, and outputting segment energy consumption through positive and negative power decomposition; and in the regeneration operation stage, feedback energy and braking energy are calculated according to the elevator operation data, feedback efficiency is calculated, and an energy consumption analysis result is output. According to the method, a reliable basis is provided for energy efficiency evaluation, abnormal early warning and operation optimization of the elevator system.

The invention belongs to the technical field of wireless household electrical appliance intelligence, and discloses a wireless household electrical appliance intelligent identification and analysis method and system based on multi-protocol fusion, which can automatically extract new equipment protocol features through centralized middleware scheduling and adaptive learning mechanism of a protocol adaptation engine unit in combination with dynamic model training of an AI identification center unit. Generating a temporary adaptive interface and updating the protocol template; the dynamic protocol library supports OTA updating, a novel protocol and unknown equipment can be adapted without manual configuration, and the defects that the number of traditional system equipment is increased, and protocol type expansion is blocked are overcome; the intelligent optimization module dynamically adjusts the bandwidth priority and the data reporting frequency based on reinforcement learning and behavior prediction, guarantees smooth communication of key equipment in a high-concurrency scene, reduces standby power consumption of idle equipment, solves the problems of high-concurrency delay and high energy consumption of a traditional system, and improves the system reliability. And double improvement of identification reliability and system energy efficiency is realized.

The invention discloses a charging pile power supply switching method and equipment based on a micro-grid, and relates to the technical field of electric vehicle charging, and the method comprises the steps: determining a target user according to a preset price threshold value and a region requirement based on the vehicle information of each vehicle in a target charging station before power supply switching; according to the energy storage state parameter and the power supply quality parameter of the current power supply of the target charging station, judging whether the charging demand of the target user is met; if yes, generating and executing a power supply switching strategy based on a power supply in the energy storage system and the first power supply switching rule; and if the power supply does not meet the preset high-quality power supply switching threshold, determining a standby power supply and a charging power supply, and after the charging power supply supplements energy storage to the standby power supply to a safety threshold, executing switching operation according to a preset switching sequence and an energy storage allocation result. By implementing the application, accurate switching and dynamic adaptation of the power supply can be realized, the problems of blind switching of the power supply and mismatching of the power supply capability and the high demand of the user in the prior art are solved while the resource utilization efficiency is improved, and finally the stability and reliability of switching of the power supply of the charging pile in the micro-grid environment are realized.

The embodiment of the utility model discloses a confluence cabinet and an energy storage system, the confluence cabinet comprises a cabinet body and a cabinet door, the cabinet body is provided with a first isolation chamber and a second isolation chamber, the cabinet door is rotatably connected with the cabinet body and is configured to seal the first isolation chamber and the second isolation chamber, and the first isolation chamber and the second isolation chamber are arranged along a preset first direction. The first isolation chamber is internally provided with a first power distribution module, the second isolation chamber is internally provided with an uninterruptible power supply, the uninterruptible power supply is close to the bottom of the cabinet body, and the uninterruptible power supply is configured as a standby power supply of the battery management system, so that the standby power supply can be provided for the battery management system, and meanwhile, the uninterruptible power supply is arranged at the lower part of the confluence cabinet; the problem that the maintainability is poor due to the fact that the uninterruptible power supply is arranged at the top of the confluence cabinet is solved, maintenance of the uninterruptible power supply is facilitated, meanwhile, the problem that the energy storage cabinet breaks down due to liquid leakage of the uninterruptible power supply can be avoided, and the reliability and safety of the energy storage system are improved.

The present disclosure relates to a standby power supply, including: a first sub power supply configured to provide alternating current electrical energy, where the first sub power supply is connected to an input terminal of an alternating current / direct current (AC / DC) converter; the AC / DC converter configured to convert the alternating current electrical energy into direct current electrical energy, where an output terminal of the AC / DC converter is connected to an output terminal of the standby power supply; and second sub power supplies configured to provide the direct current electrical energy, where the second sub power supplies are connected to the output terminal of the standby power supply. Through the present disclosure, a standby power supply solution having high reliability and capable of meeting power consuming requirements of a load with a great change in power demand such as a wind generator may be provided.

The invention discloses a low-power-consumption communication system of intelligent agricultural Internet of Things equipment, which relates to the technical field of Internet of Things equipment and comprises a terminal sensing node, a gateway and a cloud platform. The terminal sensing node comprises a master control MCU, a sensor module, a communication module, an RTC and a power supply module. The terminal sensing node, the gateway and the cloud platform realize low-power-consumption operation through a data intelligent acquisition and preprocessing mechanism, a data change detection and intelligent wake-up mechanism, a dynamic adjustment and keep-alive mechanism and a hierarchical dormancy management mechanism. According to the application, the terminal node is in a deep dormant state of only RTC and keeping the register to work in most of the time, the high-power-consumption communication module is started only when data changes meaningfully or keep alive is needed through an intelligent wake-up mechanism, and the sensor and the communication module are immediately powered off after a task is completed, so that the standby power consumption is completely eradicated, and the power consumption is reduced. Therefore, the terminal node adopting the disposable lithium battery can realize continuous field work as long as several years or even longer.

Systems and methods include an Information Handling System (IHS) that is adapted to address power state transition failures by an IHS. An Embedded Controller (EC) of the IHS detects a request for the IHS to transition to a low-power operating state, such as a modern standby power state. The EC monitors for progress of the IHS in transitioning to the low-power operating state. Based on the monitoring, the EC determines the SoC is preventing the transition by the IHS to the low-power operating state. The EC identifies and releases hardware resources of the IHS that are referenced by the SoC and that are preventing the transition of the IHS to the low-power operating state.

The invention discloses a cellular module power control method based on a network state and a service load, and aims to solve the problems of low energy utilization rate, unstable communication quality and the like of a traditional power control scheme. According to the method, power control parameters including a dynamic power protection threshold, a hardware protection delay and a hardware protection release threshold are defined and issued through a standardized interface. The network state and the service load are monitored in real time, and multi-dimensional data are collected to support power calculation. A module physical layer is combined with monitoring data, and through logic of basic power reference calculation, service load correction, parameter boundary verification and the like, target power giving consideration to communication quality and energy consumption is obtained. Dynamic power adjustment is executed according to the target power, when the target power reaches the upper limit, the standby power supply and the main power supply are triggered to supply power cooperatively, and power smooth transition and hardware protection are achieved in combination with hardware protection delay. And if the closed-loop monitoring adjustment effect does not reach the standard, iterative optimization is carried out again. The energy utilization rate is improved, and the communication transmission success rate is improved.

The invention discloses a standby power supply system, and relates to the technical field of transformer substation power supply, a hydrogen production module is used for producing hydrogen by using commercial power or renewable power and then storing the hydrogen in a high-pressure gas storage tank of a hydrogen storage module, and the hydrogen storage module is provided with a one-way valve for the hydrogen to pass through in one way and a gas compressor for compressing the hydrogen to realize hydrogen conveying; after hydrogen stored in the hydrogen storage module is subjected to power generation through a fuel cell through the power generation module, the hydrogen is input into a storage battery pack of an uninterruptible power supply system of the transformer substation, and in the whole process, the control module detects the state of a main power supply and controls starting and stopping of the power generation module. The hydrogen production rate of the hydrogen production module and the hydrogen storage pressure of the hydrogen storage module are controlled, only water is generated in the power generation process, harmful emission is avoided, direct current generated by the fuel cell is directly matched with a UPS storage battery direct current bus, the response speed is high, conversion loss is reduced, the energy utilization efficiency is improved, the system automation degree is high, and the operation and maintenance cost is low.

The invention relates to the technical field of low-voltage power supply and distribution systems, and discloses a dual-power-supply quick switching circuit for a low-voltage power supply system, which comprises a main power supply, a standby power supply, a circuit breaker QF1, a circuit breaker QF2, a relay KA1, a relay KA2, an alternating current contactor KM1, an alternating current contactor KM2 and a load, the main power supply is connected with the circuit breaker QF1, one path of the QF1 is connected with the KM1, and the KM1 is connected with the load; the other path is connected with the KA1 from the QF1, the KA1 is connected with the KM2, the KM2 is connected with a coil of the KM1 and then connected with the zero line N, and the 1B phase line and the 1C phase line of the main power supply are further connected with the two ends of the coil of the KA1; the standby power supply is connected with the circuit breaker QF2, one path of the QF2 is connected with the KM2, the KM2 is connected with the load, the other path of the QF2 is connected with the KA2 from the QF2, the KA2 is connected with the KM1, the KM1 is connected with a coil of the KM2 and then connected with the null line N, and the 2A phase line and the 2B phase line of the standby power supply are further connected with the two ends of the coil of the KA2. When the main power supply is abnormal, the standby power supply can be quickly switched to avoid shutdown of the lower-level equipment, the standby power supply can be automatically switched after the lower-level short circuit fault is isolated, and the power supply reliability of the low-voltage power supply and distribution system is greatly improved.

The invention discloses a lithium ion battery energy storage cabinet with a fire extinguishing function and a use method, and relates to the technical field of new energy battery energy storage, the lithium ion battery energy storage cabinet comprises a cabinet body, and a plurality of battery cabins and independent fire extinguishing agent storage tanks are arranged in the cabinet body. Through a highly integrated'early warning-fire extinguishing-cooling 'triple active safety mechanism, extremely high safety and reliability are achieved, after the fire detection unit gives out an early warning, a fire extinguishing agent is sprayed to an ignition point through a fire extinguishing agent release pipeline and a nozzle, open fire is rapidly extinguished, then the integrated cooling system works, and the fire extinguishing effect is achieved. The high-temperature battery module is continuously cooled through the atomization nozzle, the problem that a lithium ion battery is extremely prone to reburning is efficiently solved, the supercapacitor serves as a standby power source, it is ensured that the whole fire extinguishing system can still obtain instant and reliable emergency power under the extreme condition that a main power source is interrupted, and then the fire risk and secondary damage are reduced; and a solid foundation is provided for large-scale safe application of energy storage of the lithium ion battery.

The utility model discloses a dual-power switch power distribution system and a control device and an air conditioner thereof, and the device comprises a main power supply and a standby power supply which are connected to a load side circuit breaker after passing through a dual-power switch system; the standby power supply is also connected to the first connecting end of the bypass system; the second connecting end of the bypass system is connected to a circuit breaker of a second-level load and a common end of the second-level load; under the condition that short-circuit faults occur between the main power supply and the load-side circuit breaker and between the standby power supply and the load-side circuit breaker, the dual-power switch system disconnects the main power supply and the standby power supply, and the bypass system controls the standby power supply to supply power to the second-level load through the circuit breaker of the second-level load. According to the scheme, the bypass system is added to the dual-power switch power distribution system, the bypass system is used for supplying power to the second-level load, namely the important load when the short-circuit fault occurs between the dual-power switch and the load circuit breaker, and the reliability of the dual-power switch power distribution system is improved.

The invention discloses an intelligent socket, an intelligent socket system, a control method and a storage medium, and the intelligent socket comprises a plurality of power supply input interfaces, the plurality of power supply input interfaces comprise a commercial power input interface and an energy storage input interface, the commercial power input interface is used for connecting commercial power, and the energy storage input interface is used for connecting a standby power supply; a power supply output interface; the change-over switch can selectively conduct the power supply output interface and any one of the power supply input interfaces; and the controller is configured to control the change-over switch to conduct the power supply output interface and a target power supply input interface, and the target power supply input interface is determined based on working conditions of objects connected with the multiple power supply input interfaces. Through the cooperation of the controller and the change-over switch, the intelligent socket can adaptively adjust the power supply according to the working condition of an object connected with the power supply input interface, and autonomously connect the power supply output interface and the power supply input interface, thereby meeting the demands of different power utilization scenes, and improving the power utilization stability and continuity.

The invention discloses a standby power supply fault prediction system and method based on deep learning, particularly relates to the field of communication machine room operation and maintenance, and is used for solving the problems of insufficient early warning lead and unstable prompt caused by late, repeated and rough alarm labeling. The method comprises the following steps: acquiring a unified time reference generation event window set of multi-source time sequence data of a standby power supply link, rolling forwards to extract an early symptom fragment set and retaining a mapping relation, combining repeated labels by adopting a time migration estimation algorithm to form a weak label set and an advance target, supervising and training a deep learning model solidification configuration by using the advance target, and finally obtaining an early symptom fragment set. In the reasoning stage, a fragment screening process is reused to output an advance and a risk result, a rule updating suggestion is formed by matching a real event through consistency verification, a sequence is calibrated again in an off-line training period, and a time offset estimation algorithm and a fragment screening rule are judged to be realized.

A hot-swappable battery system for computer peripherals includes a wireless mouse having a battery compartment, a battery connector assembly mounted within the battery compartment, a removable battery configured to be inserted into and ejected from the battery connector assembly, a keep-alive battery mounted within the wireless mouse, and a docking station. The battery connector assembly includes electrical contacts and a push-push ejector mechanism. The keep-alive battery is electrically connected to provide backup power when the removable battery is removed. The docking station has a battery slot configured to receive and charge the removable battery when not in use in the wireless mouse. The system enables continuous operation of the wireless mouse while battery swapping between the mouse and docking station.

Devices, systems, methods, and processes for operating a plurality of power supplies of a network device using cold redundancy are described herein. Traditionally, redundant power supplies are operated in parallel with primary power supplies, thus making power supply system less efficient. To address these issues, an analog architecture is provided for implementing cold redundancy in a network device. Each power supply includes two pins: one for designating the power supply as primary or secondary, and the other pin for configuring an activity state of the power supply. The activity state can be an active state or a sleep state. The secondary power supplies are further ranked in an order of priority using different voltage levels for assignment. In response to surge in load demand, activity states of one or more secondary power supplies are changed to the active state without requiring a signal from a centralized control software.

The invention discloses a hybrid energy storage power supply system for diesel engine replacement and an energy management method, and relates to the technical field of hybrid energy storage power supply and management methods. An assembly with the photoelectric conversion efficiency exceeding 23% and a 10KV-level string type inverter are adopted, and a photovoltaic-energy storage combined MPPT control function is integrated; the lithium iron phosphate energy storage system is matched with a bidirectional PCS and an active equalization technology, and is designed according to 1.5 times of daily peak-valley difference and 2 hours of emergency standby power; the diesel generating set group is started in a grading manner according to load gaps, and is matched with a 10KV / 380V intelligent charging unit; the coordination control center realizes two-dimensional prediction and coordinated scheduling based on an LSTM neural network, couples each unit through a 10KV intelligent bus system, divides load priorities, collects meteorological and equipment parameters, and constructs photovoltaic priority consumption, energy storage stabilization fluctuation, diesel generator guarantee emergency, and flexible and adjustable charging operation modes. The method has the advantages that the energy utilization efficiency is improved, the power supply stability is enhanced, the whole-cycle cost is reduced, limited operation and maintenance scenes are adapted, and diversified power supply requirements are met.

The invention relates to the technical field of stand-by power supply monitoring, in particular to an output stability monitoring method for a stand-by power supply for an elevator, which comprises the following steps of: judging whether the output stability of a power supply to be tested is abnormal or not by connecting a piezoresistor test loop and utilizing temperature change curve comparison conditions of a piezoresistor under different output working conditions; calculating a performance separation characterization index under each output working condition by using the temperature increment curve relative to the ambient room temperature; analyzing and determining a performance local separation power supply according to an index sequence consisting of the performance separation characterization indexes; and finally, determining an abnormal battery pack according to the internal resistance detection result of each battery pack under the determined disengagement characteristic dominant working condition. And furthermore, the output performance fluctuation condition of the battery pack in the switching operation process of different remaining electric quantities is indirectly quantified, and the dynamic guarantee capability of the standby power supply under the full working condition is comprehensively reflected.

The present application discloses a power supply and backup network of a communication device. The network includes a medium-low voltage power distribution system, a high voltage battery backup power system, a power distribution system, and a high-voltage direct-current (HVDC) bus system, where the medium-low voltage power distribution system is connected to the power distribution system by the HVDC bus system; the high-voltage battery backup power system is bypassed on the HVDC bus system; the medium-low voltage power distribution system is configured to provide HVDC power for the power distribution system by the HVDC bus system by using input mains power and oil energy backup power; the high-voltage battery backup power system is configured to provide HVDC backup power for the power distribution system by the HVDC bus system; and the power distribution system is configured to distribute, to a connected electrical device, the HVDC power.

The invention relates to an underground water quality on-line automatic monitoring station which comprises a monitoring station main body, a multi-parameter sensor, a pump and a solar power supply system, the multi-parameter sensor and the pump are arranged underground, a plurality of layers of partition plates are arranged in the monitoring station main body, a plurality of mounting layers are formed from top to bottom, and a control box is mounted at the top of the uppermost partition plate; a monitoring instrument is installed on the monitoring station body, a voltage stabilizer and a UPS are sequentially arranged at the position of a partition plate below the monitoring instrument and electrically connected with a battery pack to form a standby power supply system, a reagent container is arranged at the position adjacent to the battery pack, a measuring pool is arranged at the bottom in the monitoring station body, and a liquid outlet of the measuring pool is communicated with a waste liquid and waste water collecting device. According to the invention, through reasonable partition arrangement of multiple layers of partition plates, real-time monitoring and data uploading of underground water are realized, dual-power-supply guarantee is provided, operation is stable, waste liquid is collected, treated and detected in a centralized manner, and secondary pollution is effectively avoided.

The present application belongs to the technical field of power distribution network, and particularly relates to a power distribution terminal backup power life prediction method, device, equipment and medium. The present application method inputs the spectrum data of the backup power of the power distribution terminal into a pre-trained life prediction model, and obtains the life prediction result of the backup power of the power distribution terminal. The training method of the life prediction model is as follows: constructing a lightweight network model; constructing a flexible loss function; wherein the flexible loss function includes two loss terms, and the weight of each loss term is determined based on a flexible coefficient; training the lightweight network model based on the training set and the flexible loss function; in the training process, the mayfly algorithm is used to optimize the parameters of the lightweight network model and the flexible coefficient; the life prediction model is obtained after the model training is completed; wherein the mayfly algorithm uses the method of extreme jumping to prevent the population from falling into local optimum, and enhances the stability and robustness of the model.

The invention relates to the technical field of integrating instruments, in particular to a multi-interface heat flow integrating instrument, which comprises a multi-system input interface unit, and is characterized in that pulse signals, 4-20mA current signals and differential voltage signals are accessed through a phoenix terminal array; the input end of the heterogeneous switch matrix is electrically connected with the output end of the multi-system input interface unit, and the heterogeneous switch matrix is used for matching signal types and frequency bands of output signals of different types of sensors; and the input end of the optomagnetic double-coupling driving module is connected with the control port of the heterogeneous switch matrix, so that the signal integrity and the system safety are improved. Compared with the prior art, by arranging the multi-system input interface unit, the standby power consumption is greatly reduced, the system response speed is improved, the structure has the characteristics of high adaptability, high compatibility and low power consumption, and a high-reliability and intelligent access platform is provided for parallel deployment of various heat flow sensors.

The invention relates to an ultra-low power consumption control method and system for a coal mine vibration sensor, and belongs to the technical field of dust treatment. The problems that a detection circuit cannot sleep and standby power consumption is too large due to continuous vibration signals are solved. According to the technical scheme, a vibration signal direct-current component is removed through an alternating-current coupling module, an alternating-current signal is converted into a one-way pulse signal through a rectification amplification module, and a stable direct-current voltage Vk is generated through a low-pass filtering module. The threshold value comparison module compares the Vk with a preset threshold value Vref in real time, and when the output level of the comparator jumps, the MCU is awakened to process the vibration state and sleep again. The system adopts a dual-mode switching mechanism: switching to a low-level wake-up mode after a high-level trigger processing vibration existence event, and switching to a high-level wake-up mode after a low-level trigger processing vibration disappearing event. According to the method, deep dormancy in a continuous vibration environment is realized, invalid wake-up times are reduced, the influence of diode voltage drop is eliminated, and the target of ultra-low standby power consumption is achieved.

The invention discloses a wireless low-power-consumption meter reading method and system for an electric energy meter, and relates to the technical field of intelligent management, the basic standby energy consumption of the electric energy meter in a standby state is analyzed, the standby power of the electric energy meter is determined, a standard handshake request packet is continuously sent according to a set initial wake-up period, and in combination with the intensity level of a successful feedback signal, the standby power of the electric energy meter is determined. Analyzing the communication reliability level of the area where the current electric energy meter is located, and determining a communication reliability coefficient; analyzing the power consumption condition of the electric energy meter in the initialization stage, obtaining a total power consumption value, and determining the residual operation cycle duration by combining the residual operation cycle condition of a battery in the electric energy meter; analyzing the sustainable operation level of the electric energy meter in the remaining operation cycle, and determining a sustainable operation index; and judging whether the electric energy meter is in a low-power-consumption sustainable operation state or not in the remaining operation cycle, outputting a wake-up control instruction of a corresponding level, and executing a wireless low-power meter reading task according to a corresponding wake-up cycle.

A self-contained nanogrid system comprises a power supply input to couple to an external primary power source within a premises, a switch coupled to connect or disconnect the system from the primary power, and a battery as backup to the primary power source. The system further comprises a DC power bus coupled to the battery, an AC power bus coupled to the power supply input via the switch, and a bidirectional inverter coupled between the AC and DC power buses. The system further comprises an integrated load coupled to receive power from the AC power bus or the DC power bus, a power output to provide power from the AC power bus or the DC power bus to an external load, and a processing unit configured to control operations of the self-contained nanogrid system, including the switch.

A battery health prediction and scheduling algorithm based on robot deep learning is characterized in that a deep learning prediction model adopts a long short-term memory neural network and is used for receiving multi-dimensional time sequence input data processed by a feature extraction module and predicting the health state and the remaining service life of a battery; and in combination with a current task load type, a system operation state and external environment parameters, an energy distribution and operation control strategy is dynamically generated, a battery management system is controlled to carry out power output adjustment, operation mode switching or standby power supply starting on a plurality of battery packs, and collaborative improvement of energy consumption optimization and system stability is realized. According to the method, the LSTM neural network is used for modeling the multi-dimensional time sequence data of the battery, the system can accurately predict the health state and the residual life in a period of time in the future, the prediction error is controlled within 5%, and the prediction capability enables the system to carry out early warning and intervention several hours or even several days in advance before the performance of the battery is remarkably degraded or invalid.

An emergency backup power source for an electrically controlled and motorized window shade unit includes an input power switch, and charge and discharge control circuit, and a supercapacitor bank. During normal operation a nominal voltage level from a main power source of the aircraft is provided directly to the window shade unit through the input power switch, and the supercapacitor bank is charged. The input voltage is monitored by the emergency backup power source, which controls the input power switch. When the input voltage drops below a threshold level, the input power switch is opened and the charge and discharge circuit operates to provide an emergency output voltage to the window shade unit from the supercapacitor bank so that the window shade can be fully opened or closed, as is required.