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Medical information extraction system and method based on depth learning and distributed semantic features

ActiveCN105894088AAvoid floating point overflow problemsHigh precisionNeural learning methodsNerve networkStudy methods
he invention discloses a medical information extraction system and method based on depth learning and distributed semantic features. The system is composed of a pretreatment module, a linguistic-model-based word vector training module, a massive medical knowledge base reinforced learning module, and a depth-artificial-neural-network-based medical term entity identification module. With a depth learning method, generation of the probability of a linguistic model is used as an optimization objective; and a primary word vector is trained by using medical text big data; on the basis of the massive medical knowledge base, a second depth artificial neural network is trained, and the massive knowledge base is combined to the feature leaning process of depth learning based on depth reinforced learning, so that distributed semantic features for the medical field are obtained; and then Chinese medical term entity identification is carried out by using the depth learning method based on the optimized statement-level maximum likelihood probability. Therefore, the word vector is generated by using lots of unmarked linguistic data, so that the tedious feature selection and optimization adjustment process during medical natural language process can be avoided.
Owner:神州医疗科技股份有限公司 +1

Multi-agent-based platform scheduling intelligent sorting model structure

The invention discloses a multi-agent-based platform scheduling intelligent sorting model structure. Steel material logistics distribution belongs to heavy-duty transportation in transportation and needs special handling equipment and large-scale transportation vehicles. In a distribution and loading process, the loading efficiency and sequence (platform scheduling) of vehicles are directly related to distribution aging. Platform scheduling is a multi-constraint combination optimization complex system. Reasonable ordering and optimization are essential. According to the invention, a multi-agent technology is used to research real-time vehicle scheduling decisions; a combination optimization complex system using a platform-based scheduling ordering system and multi-agent algorithm design as multiple constraints is constructed; a multi-agent technology provides a new solution for the research of real-time vehicle scheduling decisions to improve the efficiency of freight operations; the optimal solution is acquired; an auxiliary vehicle identification technology is used to carry out whole-process monitoring on distribution vehicles; efficient vehicle scheduling and precise handling are realized; and precise steel material distribution is realized.
Owner:WUHAN BAOSTEEL CENT CHINA TRADE

Digital television receiver and methods for searching and switching programs thereof

The invention discloses a digital television receiver and methods for searching and switching programs thereof, wherein the method for switching programs comprises the following steps: when the digital television receiver is electrically started, reading a program information database into an internal memory, and establishing three concurrent processing tasks: a CA kernel service task, a switching program treating task and a background monitoring task; when a program switching request is detected, reading a business mark of the program selected by a user; finding contents corresponding to thebusiness mark of the program in the program information database by the CA kernel service task and the switching program treating task and executing the task treatment respectively; acquiring the latest PAT table and PMT table of the program corresponding to the program switching request by the background monitoring task and updating the program information database, and when detecting the changeof the PMT table of the program, informing the CA kernel service task and the switching program treating task for processing again according to the analyzed contents of the latest PAT table and PMT table. The digital television receiver and the methods can take efficiency advantages of multi-task concurrent execution and improve the speed of switching programs.
Owner:SHENZHEN SKYWORTH DIGITAL TECH CO LTD

Application program view management method and device by mobile terminal

The invention provides an application program view management method by a mobile terminal. The method includes the steps that when a preset event is detected, views of at least one application program are displayed on a display screen in a floating mode, wherein the view of each application program comprises a window region for operating the application program and/or a hidden button of the application program, and the window region comprises at least one of a window indication region, a window operation region and a window display region; when the window indication region is controlled in a touch mode, the window display region of the application program corresponding to the window indication region is switched to be visual. By means of the technical scheme, a user can select any window in the display screen and conduct information interaction with the application program corresponding to the window, user using is facilitated, the user does not need to interrupt the application program operated in the current window, instead application programs are operated in parallel and direct switching is achieved, so that the problems that the operation process of switching the operated program is complex and too much time is consumed are solved, the operated program in the mobile terminal is easy, convenient and fast to switch, and efficiency in switching the operated program is improved.
Owner:BEIJING SAMSUNG TELECOM R&D CENT +1

Full-automatic screen printing machine

The invention discloses a full-automatic screen printing machine comprising a control system, a rack, a printing assembly, a feeding mechanism, a material receiving mechanism, a circulating conveying mechanism and two conveying devices. The feeding mechanism and the material receiving mechanism are each internally provided with a plurality of conveying channels; joints between the feeding mechanism and the printing assembly and between the material receiving mechanism and the printing assembly are each provided with a vertical transfer device; the vertical transfer devices are used for transferring material carrying plates between all the layers of conveying channels and/or are used for transferring material carrying plates between the conveying channels and the printing assembly; a moving and loading assembly is arranged at the lower end position of the printing assembly; a printing positioning device is further arranged in a matched printing area of the lower end of the printing assembly; and the positions of the material carrying plates are corrected through the printing positioning device, and the printing assembly is made to complete accurate printing. According to the full-automatic screen printing machine, the feeding mechanism and the material receiving mechanism surround the printing assembly, the double-layer conveying channels are arranged in the feeding mechanism and the material receiving mechanism, the online plate number storage amount of the printing machine is increased, the functions of one printing machine are increased and extended, the full-automatic screen printing machine is suitable for multi-color printing of different category requirements, and the printing machine is high in utilizing rate and production efficiency and low in cost.
Owner:庄统壹 +1

Chemical fault detection method based on particle swarm optimization and a noise reduction sparse coding machine

The invention discloses a chemical fault detection method based on particle swarm optimization and a noise reduction sparse coding machine. The method comprises the following steps of carrying out unsupervised feature learning on standardized and whitened training data by using a plurality of stacked noise reduction sparse autocoders; carrying out Softmax classifier model training in a supervisedmanner; and finally, finely adjusting the weight parameters of the whole network through supervision, and introducing a particle swarm optimization algorithm into the key adjustable hyper-parameters for automatic optimization to obtain a trained chemical process fault detection intelligent model for fault detection of process real-time data. According to the invention, the greedy layer-by-layer training method of the deep neural network is adopted to adaptively and intelligently learn knowledge implied by original data in the chemical process; Compared with a traditional method, the method hasthe advantages that the method is more intelligent, the fault detection performance can be improved, and due to the fact that an automatic optimization algorithm is added, much time is saved comparedwith manual parameter tuning.
Owner:SOUTH CHINA UNIV OF TECH

Self-service borrowing bookshelf of library and self-service borrowing method of bookshelf

The invention discloses a self-service borrowing bookshelf of a library and a self-service borrowing method of the bookshelf. The bookshelf comprises a bookshelf body with layer grids and a man-machine interaction system; the man-machine interaction system comprises an information processing module, a storage module, an information reading module, a reader command input module, a display module and a network communication module; the information processing module is connected with other modules through signals, connected with a database of the library in a communication mode through the network communication module, and used for controlling the self-service borrowing process and storage and interaction of corresponding information; the man-machine interaction system further comprises a book degaussing and magnetizing module which is used for degaussing and magnetizing books. The method comprises the steps of a self-service book borrowing and returning process and a self-service query process which are completed by a reader by using the bookshelf. The self-service borrowing bookshelf of the library is convenient and efficient, a large amount of capital investment is not needed, the borrowing efficiency is greatly improved, the borrowing cost is saved, the personnel cost is lowered, and the self-service borrowing bookshelf of the library can be widely applied to various small and medium-sized libraries, in particular to most university libraries.
Owner:DALIAN JIAOTONG UNIVERSITY
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