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30results about How to "Fix cold start" patented technology

Recommendation method and system integrating user behaviors and object content

The invention discloses a recommendation method and system integrating user behaviors and object content. The recommendation method integrating the user behaviors and the object content comprises the steps that through correlation between behavior data of each user and content data of all the objects, a list of user interest of each user to all the objects is obtained; the similarity of the list of user interest and the content data of all the objects is calculated, the recommendation object weight of each user to the content data of each object is obtained, and the objects recommended to each user are obtained through ranking of the recommendation object weights. According to the recommendation method and system integrating the user behaviors and the object content, the main problems that how an existing recommendation conducts cold start and how the existing recommendation smoothly transmits to the normal operation state from cold start are solved, the accuracy, the coverage rate, the novelty and the like of the system are greatly improved, the accuracy and the personalization of the recommendation system can be well improved, and more users are attracted and use the recommendation system.
Owner:TCL CORPORATION

Information cross-domain parallel sequence recommendation method based on shared account, medium and equipment

The invention provides an information cross-domain parallel sequence recommendation method based on shared account, a medium and equipment. The method comprises the steps: extracting watching sequences of a given account in different fields, and carrying out the coding of the watching sequences, and obtaining the mixed representation of the given account in a single field; identifying different user behaviors by learning the hybrid representation, and filtering out information which may be useful for another domain; migrating the useful information of each field to other corresponding fields;and integrating useful information filtered in different fields, evaluating each piece of related information, and recommending the related information to the corresponding account according to an evaluation result. The problems of cold start and data sparsity frequently appearing in a recommendation system are solved.
Owner:SHANDONG UNIV

Automobile radiator with heating device

The invention discloses an automobile radiator with a heating device, and belongs to the field of automobile radiators. The technical aim of heating cooling liquid of the automobile radiator through electric energy so as to achieve cold start and heating of an automobile is achieved. The automobile radiator structurally comprises an electrical storage device, a controller, a heating water storage tank, a PTC electric heater used for heating the cooling liquid, a cooling liquid temperature sensor used for detecting the temperature of the cooling liquid and a liquid level sensor used for detecting the liquid level of the cooling liquid. A water tank and the heating water storage tank of the automobile radiator communicate through a pipeline. An electric water pump is arranged on the pipeline. The PTC electric heater, the cooling liquid temperature sensor and the liquid level sensor are all arranged in the heating water storage tank. The electrical storage device, the PTC electric heater, the cooling liquid temperature sensor, the liquid level sensor and the electric water pump are all connected with the controller. The electrical storage device is connected with the PTC electric heater.
Owner:山东文捷智能动力有限公司

Method, device and terminal for accelerating starting of web page based on object pool

ActiveCN106649595AReduce the probability of cold startImprove the speed of warm startSpecial data processing applicationsObject basedComputer terminal
The invention provides a method, device and terminal for accelerating starting of web page based on object pool. The method comprises the steps of before a web page is loaded, pre-building a web page environment object, submitting the web page environment object to a object pool for integral management to achieve the direct opening of the web page through the web page environment object based on a universal resource locator, thus during cold starting, saving the time needed to initialize the web page running environment and during hot starting ,saving time to load variable environment to accelerate the web page loading speed, and enhance user's experience. Moreover, according to the method, device and terminal for accelerating starting of web page based on object pool, the object pool manages one or more web page environment objects, each web page environment object takes memory space, the technical scheme automatically adjusts the volume of the object pool based on the content volume to avoid the system burden caused by the memory space occupation by the object pool.
Owner:TENCENT TECH (SHENZHEN) CO LTD

Method and device of identifying target terminal

The invention discloses a method of identifying a target terminal. The method includes the following steps: extracting data from a data source, pre-processing the data according to preset strategies to remove abnormal first data, and keeping normal second data used for obtaining an analysis data set; performing data verification and / or data conversion on the second data and then obtaining an analysis data set; obtaining the analysis data set, and extracting characteristic vectors of users from the analysis data set on the basis of communication characteristics of the users, wherein the characteristic vectors of the users is used for representing the communication characteristics of the users; dividing all the users into first users and second users on the basis of the characteristic vectors of the users, obtaining cluster results corresponding to all the first users on the basis of data of the first users, and taking the cluster results as first cluster results; performing clustering on the basis of the characteristic vectors of the second users and the first cluster results, obtaining cluster results corresponding to all the users, and taking the cluster results as second clusterresults; and identifying a target terminal on the basis of the second cluster results. The invention also discloses a device of identifying a target terminal.
Owner:CHINA MOBILE GRP HEILONGJIANG CO LTD +1

Score prediction method combining topic model and heterogeneous information network

The invention discloses a score prediction method combining a topic model and a heterogeneous information network. The method comprises the following steps: (1) extracting comment information by usinga topic model for a specified user commodity pair, thereby constructing vector representation of a user and a commodity; (2) constructing a heterogeneous information network by using the commodity attribute information and the user common purchase information; (3) extracting a final relationship representation vector of the user commodity pair from the heterogeneous network; (4) for the user commodity pair, connecting the user vector, the relationship representation vector and the commodity vector representation, and inputting the user vector, the relationship representation vector and the commodity vector representation into the AFM to realize score prediction; and step 5, calculating an RMSE value according to the prediction scoring data and the real scoring data calculated by the model, and taking the RMSE value as an evaluation index of the model effect. According to the method, the problems of cold start, low interpretability and low accuracy in scoring prediction are solved.
Owner:温州开晨科技有限公司

Pulse enabling method for realizing rapid GPS location

InactiveCN101446632AFix cold startSolve the problem of time-consuming warm sPosition fixationSatellite radio beaconingStart timeStart up time
The invention optimizes the starting procedure of GPS location according to the principle of a GPS, thus shortening the start time and achieving the aim of quick positioning. In order to realize the aim, the invention comprises the following steps: step 1, a receiver of the GPS is cold started; step 2, the receiver of the GPS enters a sleep mode, and a pulsed mode is started; step 3, receiver of the GPS updates satellite information; step 4, a timer is started, the timing period is T which is less than 2 hours, and a timing count mode is entered; if the count overflows, a timer conter is reset and sends out a pulse signal; and the step 3 is returned. The invention has the effect that after being started for a first time, the receiver of the GPS only has two states which are the sleep mode and a navigation mode, wherein, warm boot is the only channel for switching the sleep mode and the navigation mode, thus solving the time-consuming problem of cold boot and warm boot.
Owner:SHANGHAI SIMCOM LTD

Lithium ion battery thermal management system and method based on movable fins and phase change material

ActiveCN113097594AIdeal working temperatureIdeal surface temperature differenceSecondary cellsThermodynamicsHeat management
A lithium ion battery thermal management system and method based on movable fins and a phase change material can perform thermal management on the operation of the lithium ion battery according to different working temperatures of the lithium ion battery: when the lithium ion battery works at medium temperature, the battery temperature reaches the melting point of the phase change material, and the phase change material converts the battery heat into self latent heat for storage through solid-liquid phase change; after the phase change material is completely liquefied, the heat management system drives the fins to make contact with the surfaces of the single batteries, and high-temperature heat dissipation is carried out through heat conduction of the fins and convection of surrounding refrigerants under the assistance of heat absorption of the liquid phase change material; when the battery stops working and the temperature of the battery begins to drop and is close to the melting point of the phase change material, the heat management system folds the fins back to separate from the surface of the single battery, so that the external dissipation of heat in the phase change material and the battery is slowed down, and the temperature drop of the battery pack in a low-temperature environment is prevented from being too fast. The design can effectively ensure that the lithium ion battery obtains ideal operating temperature and surface temperature difference at different working temperatures.
Owner:THE UNIV OF NOTTINGHAM NINGBO CHINA

Parking heating system

The invention relates to a parking heating system for motor vehicles driven by electric motors and a method for realizing a parking heating function in a motor vehicle having an electric drivetrain.
Owner:AUDI AG

Device and method for preheating engine and catalytic converter at the same time and automobile

The invention relates to the technical field of engine emission control, in particular to a device and method for preheating an engine and a catalytic converter at the same time and an automobile. Thedevice comprises a circulation loop, a controller, a timer, a first temperature sensor and a pressure monitor, wherein the timer, the first temperature sensor and the pressure monitor are connected with the controller; and the circulation loop comprises the engine, the catalytic converter and a heater, wherein the engine is connected with the catalytic converter through a pipeline assembly, the heater is arranged between the engine and the catalytic converter, and the heater is used for heating the engine and the catalytic converter at the same time under the control of the controller when aheating condition is met. According to the device and method, and the automobile, before the engine is started, the engine and the catalytic converter are preheated in advance at the same time, so that cold starting of the engine is avoided, the engine is easy to start, and the oil consumption and emission of the engine in the starting stage are greatly improved; and meanwhile the damage to supercharger blades is reduced.
Owner:YIWU GEELY AUTOMATIC TRANSMISSION CO LTD +1

Position recommendation method

The invention discloses a position recommendation method which comprises the following steps: S0, acquiring all position data, user historical behavior data and a position currently browsed by a target user, and acquiring a position browsing sequence of each user according to all the user historical behavior data; S1, generating a new position sequence group by using the position browsing sequence of each user in combination with a random walk algorithm; S2, training a Word2vec model by adopting a Skip-gram framework to generate a feature vector of each position; and S3, calculating feature vector cosine similarity between the position currently browsed by the target user and all positions, and forming a position candidate set. The position candidate set is obtained as a position recommendation set by using the feature vector cosine similarity between the position currently browsed by the target user and all the positions, and the position recommendation method is high in real-time performance and accuracy, and avoids the problems of Matthew effect and cold start.
Owner:NANTONG UNIVERSITY

Recommendation method and system of browsing content for users

The invention provides a recommendation method and system of browsing content for users. The method includes the steps of obtaining multiple webpages within a preset range, and extracting multiple first keywords of the webpages; calling a previously created keyword table of a target user, wherein the keyword table contains multiple second keywords; calculating the relevancy between each first keyword and each second keyword, and obtaining multiple preference keywords indicating the content in which the target user is interested most according to the relevancy between each first keyword and each second keyword; pushing the address of a webpage with at least one reference keyword to the target user. In this way, personalized recommendation of the browsing content for the users is achieved.
Owner:北信源系统集成有限公司

Heat preserving heater of vehicle

The invention provides a novel automobile thermal insulating heater, including a thermal insulating water tank, a sensor, a water pump, an electromagnetical valve, a pipeline and a control display. The working principle is as follows: when the key of the automobile is off and the engine stops, the control display controls the electromagnetical valve to open, the water pump runs, and after high-temperature cooling fluid in the engine cooling system enters the thermal insulating water tank under the action of the water pump, the electromagnetical valve and the water pump are closed and heat preservation is carried out to the cooling fluid in the thermal insulating water tank; when the key of the vehicle is on and the engine can be started, the control display controls the electromagnetical valve to open, the water pump runs counterclockwise and after the high-temperature cooling fluid in the thermal insulating water tank enters the engine cooling system for preheating, the engine under the action of the water pump, the electromagnetical valve and water pump are closed. At that time, cold starting of the engine can be avoided when the vehicle engine are restarted and additionally after the engine starts, the cooling fluid in the engine cooling system quickly reaches normal temperature for the working requirement of the engine. Compared with the prior art, the invention has the advantages of improving the cold starting performance of the engine, reducing the abrasion of the engine, saving energy and decreasing pollution and the like, therefore, the thermal insulating heater has good usage and popularization valve.
Owner:李振平

Personalized video recommendation method and system

The invention discloses a personalized video recommendation method and system, and the method comprises the steps: A, carrying out the preprocessing of all current videos, and extracting the codes ofthe videos; b, for a new user, randomly recommending a batch of videos; c, calculating the fitness of each recommended video to the user according to the operation feedback of the user on the batch ofvideos, including like clicking, commenting, forwarding, watching length, watching times and other factors; d, preferentially selecting the previously recommended video through the fitness; e, randomly enabling the previously selected video codes to generate some mutations, performing some mutations, and giving some new attempts to the user; according to the method adopted by the invention, shortvideo recommendation can be carried out on the user to a certain extent, a certain learning ability and interpretability of a result are achieved, and the problem of cold start can be solved to a certain extent.
Owner:WUHAN UNIV

Lithium-ion battery thermal management method based on movable fins and phase change materials

A lithium-ion battery thermal management method based on movable fins and phase-change materials, which can perform thermal management on its operation according to different operating temperatures of lithium-ion batteries: that is, when a lithium-ion battery works at a medium temperature, the battery temperature reaches the temperature of the phase-change material. Melting point, the phase change material converts the heat of the battery into its own latent heat storage through solid-liquid phase transition; when the phase change material is fully liquefied, the thermal management system drives the fins to make contact with the surface of the battery cell, conducts heat through the fins and Refrigerant convection, supplemented by liquid phase-change material to absorb heat for high-temperature heat dissipation; when the battery stops working and the battery temperature begins to drop and approaches the melting point of the phase-change material, the thermal management system retracts the fins to separate them from the surface of the battery cell , which slows down the external dissipation of the phase change material and the internal heat of the battery, and prevents the battery pack from dropping too quickly in a low temperature environment. This design can effectively ensure that the lithium-ion battery can obtain an ideal operating temperature and surface temperature difference under different operating temperatures.
Owner:THE UNIV OF NOTTINGHAM NINGBO CHINA

Whole vehicle thermal management integrator suitable for hybrid power and pure electric vehicles

The invention discloses a whole vehicle thermal management integrator suitable for hybrid power and pure electric vehicles. The whole vehicle thermal management integrator comprises a thermal management integrated valve, a cooling fan, a bypass electromagnetic valve, a cooling module, a whole vehicle thermal management controller, an electric air conditioner, a PTC heater and pipeline accessories. The invention provides a brand-new integrated design architecture specially for a hybrid power and pure electric vehicle thermal management system, and component integration, function integration and control integration are carried out on a heat dissipation module, a heat exchange module and a heating and cooling module which are distributed in traditional thermal management. Heat exchange interconnection and intercommunication among the power battery, the electronic power device, the motor, the internal combustion engine and the cab cabin are achieved by controlling opening and closing of the electromagnetic valves, the heat balance time of the whole vehicle is shortened, and the energy use efficiency is improved. According to the integrated innovative design concept, the number of parts of the thermal management system is reduced, the overall vehicle thermal management space layout is simplified, and a brand new design architecture is provided for the design of the thermal management system of the hybrid power and pure electric vehicle.
Owner:XIJING UNIV

Deep student performance prediction method based on multi-layer LSTM

The invention discloses a deep student performance prediction method based on multi-layer LSTM, and the method comprises the following steps: data preprocessing: dividing demographic data according totypes, carrying out the One-Hot coding, obtaining a demographic sequence, carrying out the processing of click stream data according to types, obtaining a click stream sequence, and obtaining preprocessed data after splicing; establishing a multi-layer full connection layer, and inputting a demographic sequence; establishing a multi-layer LSTM structure layer, and inputting a click stream sequence in the preprocessed data; splicing output sequences of the multiple full connection layers and the multiple LSTM structure layers; building a Softmax layer, converting the spliced output sequence into probability distribution, and the category with the large probability is an output result; according to the invention, the multi-layer LSTM structure layer is used as a basic framework, so that theproblems of incomplete data utilization and poor prediction effect are solved; an attention mechanism is introduced, different attention is distributed to different input items, and the prediction effect is improved.
Owner:JINAN UNIVERSITY

Cloud game accelerated starting method and device and electronic equipment

The invention relates to a cloud game accelerated starting method and device and electronic equipment. The method comprises the following steps of: when a cloud game process corresponding to any cloud game running in a cloud host is terminated, performing process keep-alive processing on the cloud game process based on a process keep-alive mechanism on the cloud host, restarting the cloud game process on the cloud host, and switching the cloud game process to a background for running; receiving a connection request which is triggered by a game process on a user terminal and aims at the cloud game, the connection request comprising a starting parameter used for waking up the cloud game process; and in response to the connection request, transmitting the starting parameter to the cloud game process, and switching the cloud game process to a foreground for operation.
Owner:BEIJING DAJIA INTERNET INFORMATION TECH CO LTD

Content recommendation method based on heterogeneous feature deep residual network

The invention discloses a content recommendation method based on a heterogeneous feature deep residual network, and the method comprises the steps: obtaining the source data of to-be-recommended content, carrying out the data conversion of the source data, and obtaining weighted hybrid embedded data; obtaining predicted score data according to the weighted hybrid embedded data and a deep residualnetwork model; and obtaining a recommendation result of the content according to the prediction score data. According to the embodiment of the invention, the source data of the domain content is processed, the processed data is input into the residual network model to obtain the predicted score data, and then the domain content is accurately recommended according to the predicted score data, so that the calculation method is high in efficiency, low in resource occupancy. And meanwhile, the diversified data can also avoid cold start when new users are recommended.
Owner:SHENZHEN UNIV

Far infrared electronic heating oil pipe

The invention relates to a far infrared electronic heating oil pipe which consists of two sections of rubber oil pipes 5 and 5a, a flat ball head joint 1, a two-way joint 8, a buckling sleeve 2, an inner far infrared heating wire 4, a sheath 6 and a connector clip 7. The oil pipe is mounted between an engine and an oil tank; a flat ball head on which one end of the far infrared heating wire is fixed is connected with an engine ground to be grounded; and the connector clip at the other end of the far infrared heating wire is connected to an anode of a power supply. The adoption of the far infrared electronic heating oil pipe has the advantages that preheating and heat preservation of diesel oil in the oil pipe of a diesel vehicle are realized; normal flow of the diesel oil in the oil pipe on the microthermal climate is ensured; the problems of cold start and flameout of the diesel vehicle are solved; and the far infrared electronic heating oil pipe has a simple structure, is convenient to install and is safe and reliable to use.
Owner:ANHUI HENGJIA ELECTROMECHANICAL

Container life cycle management method and device, container function calculation method and device and storage medium

The embodiment of the invention provides a container life cycle management method and device, a function calculation method and device and a storage medium. A started container on a target host can be monitored; calculating the use heat of each started container in real time; according to the use heat, the sequence of the started containers on the target host is maintained in real time; and based on the sorting of the started containers, controlling the target container of which the sorting position meets a preset requirement to reside until the target container does not meet the preset requirement due to the change of the sorting position. Therefore, the life cycle of the container does not rigidly follow the fixed threshold duration any more, but the container which is more likely to be used and the function logic data associated with the container can be controlled to reside for longer time according to the cache thought, so that the probability of executing the function in a hot start mode is effectively improved, and cold start is reduced or even avoided; the delay of the hot start is far lower than that of the cold start, so that the execution efficiency of the function can be effectively improved on the whole.
Owner:ALIBABA (CHINA) CO LTD

A Rating Prediction Method for Joint Topic Model and Heterogeneous Information Network

The invention discloses a rating prediction method for a joint topic model and a heterogeneous information network. The steps of the present invention are as follows: step (1) for a designated user commodity pair, use a topic model to extract comment information, thereby constructing a vector representation of the user and commodity; step (2) construct a heterogeneous information network by using commodity attribute information and user common purchase information; Step (3) Extract the final relationship representation vector of the user-product pair from the heterogeneous network; Step (4) For the user-product pair, connect the user vector, relationship representation vector, and product vector representation, and input it to AFM to achieve score prediction; step 5. According to the predicted scoring data calculated by the model and the real scoring data, calculate the RMSE value, and use this value as the evaluation index of the model effect. The invention solves the problems of cold start, poor explainability and low accuracy in score prediction.
Owner:温州开晨科技有限公司

Micro-service management method and device, computer equipment and storage medium

PendingCN114168179AAvoid cold start delaysFix cold startVersion controlComputer equipmentMicro services
The invention relates to a micro-service management method and device, computer equipment and a storage medium. The method comprises the following steps: acquiring a running version and an effective version currently corresponding to an interface of the micro-service; the effective version is a to-be-operated version determined based on an operation version updating request sent by a terminal; when the running version is inconsistent with the effective version, obtaining interface code data corresponding to the effective version; and under the condition of keeping the online state of the micro service, running the interface code data to update the interface. By adopting the method, the hot update of the interface can be realized under the condition that the service residence is ensured, so that the cold start problem of the micro-service is solved, and the processing efficiency of the micro-service can be improved.
Owner:TENCENT TECH (SHENZHEN) CO LTD

Method and device for speech recognition

The present invention discloses a method and device for speech recognition. The method includes: step 101, acquiring the speech recognition models of multiple users; step 102, performing statistics on the speech recognition models of the multiple users, and determining that the similarity is greater than N user sets equal to the first threshold, where N is an integer greater than or equal to; step 103, perform corpus training on the speech recognition models of the i-th user set to generate the i-th user set speech recognition model, 1≤i≤N. Through the method of the present invention, the commonality of similar users can be used to quickly accumulate user-level corpus, quickly build a user-level language model, solve the problem of poor support for user-level speech recognition, and avoid cold starts caused by too few user sentences, providing Better user-level speech recognition effect improves user experience.
Owner:杭州蓦然认知科技有限公司
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