Engineering risk monitoring system and method based on state transition
A state transfer and risk monitoring technology, applied in special data processing applications, instruments, electrical digital data processing, etc., can solve the problems of different sampling frequencies, insufficient high-dimensional and massive information, the inability to capture the precursors of unknown disasters, and the inability to target Solve problems such as uncertainties and sudden problems in underground engineering disasters
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Embodiment 1
[0154] see figure 1 , The present invention discloses an engineering risk monitoring system based on state transition, said system comprising: a raw data processing module, a state transition visualization expression module, a graphic feature extraction module, an automatic learning module, and an automatic image recognition module.
[0155] The original data processing module is used to obtain the original data, and process the original data through dimensionless processing. The state transition visualization expression module is connected with the original data processing module, and is used to generate a state transition diagram of each state in the project according to the data processed by the original data processing module. The graphical feature extraction module is connected with the state transition visualization expression module to obtain the state transition diagram generated by the state transition visualization expression module, and extract the set features of the...
Embodiment 2
[0275] The present invention takes the Yangtze River Tunnel Project as an example to illustrate the application effect of the method.
[0276] There are many dimensions of data collected in real time throughout the Yangtze River Tunnel. This experiment uses the five-dimensional pressure value of the shield sealed cabin for risk prediction. Table 1 illustrates the basic information of the Yangtze River Tunnel Engineering Experiment. In the experiment, a total of 10,563 pieces of cabin pressure data from the upstream line of the Yangtze River Tunnel from 0:02 am on May 1, 2008 to 5:42 pm on May 22, 2008 were selected as data samples, and the sampling interval was 3 minutes.
[0277] Table 1. Basic information of the Yangtze River Tunnel Experiment
[0278]
[0279] In the experiment, every 240 records are used as a cycle to draw a state transition diagram, and the step interval between the next diagram and the previous diagram is 5, and a total of 2068 state transition diagr...
Embodiment 3
[0285] The difference between this embodiment and Embodiment 1 is that in this embodiment, the state transition visualization expression module adopts a concentric semicircle coordinate system to establish and express multi-dimensional plane coordinates, and the process is as follows:
[0286] N-dimensional Euclidean space R N The concentric semicircular coordinate system consists of N equidistant concentric semicircular coordinate axes. Each semicircle is a coordinate axis, and each axis corresponds to a component of a cube, starting from the center of the circle and numbered from inside to outside: d 0 , d 1 ,...,d i ,...,d N , the central angle of a single peripheral axis ranges from 0 to 180°, increasing in the counterclockwise direction;
[0287] Assume that the i-th component of an N-dimensional time series data at time k is Convert the mapping to a point on the i-th axis through the functions of formula 1 and formula 2 Start from the center of the circle and con...
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