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33results about How to "Implement parallel execution" patented technology

A method for construct a prediction and assessment model of time series surface water quality big data

The invention discloses a method for constructing a prediction and evaluation model of time series type surface water quality big data, which firstly clears the numerical value obviously contrary to common sense, then finds out the time point nearest to the Markov distance according to all the data at the time point where the vacancy value exists, and uses the data at the time point to fill the vacancy value. Then the outliers in the water quality data are detected by using the improved KMeans + + clustering algorithm and Z-fraction detection algorithm, and the outliers are filled by support vector regression. Then stochastic forest algorithm is used to extract the important characteristics of water quality indicators, and the indicators with high importance are selected to evaluate the overall state of water quality. Then the LSTM model is used to predict the time series of the whole state of water quality. Finally, the MapReduce program of Hadoop is used to realize the parallel execution of the program, which improves the execution efficiency of each algorithm, completes the final prediction and evaluation model construction, and improves the efficiency, integrity and accuracy ofwater quality big data analysis.
Owner:BEIJING UNIV OF TECH

Astronomical data parallel processing device and method

The invention discloses an astronomical data parallel processing device and method. The astronomical data parallel processing device comprises a computing cluster, wherein the computing cluster comprises a management server, a storage server and a plurality of computing servers; the storage server is used for storing a plurality of astronomical data files, parameter files and astronomical data processing instructions; and the astronomical data processing instructions are executed by the plurality of computing servers at the same time. The astronomical data parallel processing method comprisesthe steps that the management server operates a starting module; the starting module allocates the parallel modules to a plurality of computing servers for operation and allocates a task number to theastronomical data processing program; the parallel module starts an astronomical data processing program, extracts parameters from the parameter file in the storage server according to the task number and inputs the parameters into the astronomical data processing program; and the astronomical data processing program processes the astronomical data files in the storage server according to the parameters and stores results in the storage server.
Owner:NAT ASTRONOMICAL OBSERVATORIES CHINESE ACAD OF SCI

Large-scale particle image velocimeter based on near-infrared smart camera

The invention discloses a large-scale particle image velocimeter based on a near-infrared smart camera, which belongs to the technical field of non-contact open channel current surveying. The instrument consists of a processor module, an image sensor module, an optical system, a network communication module and a power module, wherein the processor module takes a 32-bit fixed point DSP (digital signal processor) chip as a core to replace a PC (personal computer) to finish image collection and processing as well as data transmission; the image sensor module adopts a monochrome CMOS (complementary metal oxide semiconductor) image sensor of a digital interface; and the optical system consists of a double-filter switcher, an electric three-variable lens, an infrared LED fill light, a motor driving module and an illumination control module and is used for realizing the remote control of lower optical image under a near-infrared waveband or full-spectrum waveband. The instrument adopts an Ethernet transmission image, flow field data, a state information and control command conforming to an IEEE (institute of electrical and electronic engineers) 802.3 protocol, and the instrument and data transmission can share one cable by supplying power in a PoE mode. The large-scale particle image velocimeter has the characteristics of strong anti-jamming capability, high temporal-spatial resolution and flexible and efficient system.
Owner:HOHAI UNIV

Multi-path parallel execution branch merging system and branch merging method

The invention relates to a multi-path parallel execution branch merging system and a branch merging method. The system comprises an execution behavior decision logic module, a branch merging prediction table, a branch merging unit and a branch information recording stack, the execution behavior decision logic module is connected with the branch merging unit and the branch information recording stack, and the branch merging unit is connected with the branch merging prediction table and the branch information recording stack. The branch information record stack is connected with the execution behavior decision logic module, and the branch merging prediction table is used for predicting whether all warps currently executing the branch separation instruction need to be merged or not; the branch merging unit completes the merging of warps under different branch paths when a branch instruction is executed once; the branch information recording stack records execution information of the warp under different branch paths at the same time; and the execution behavior decision logic module records the warp which can be scheduled and executed in parallel under the main branch path and other branch paths at the same time, and controls the issue module to complete the warp parallel scheduling. According to the invention, parallel execution of the warp under a plurality of branch paths is effectively realized.
Owner:XIDIAN UNIV
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