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The process is repeated until all input data points are assigned to an output neuron.
Through using the successful constructed data and design experience within the database, it will exactly acquire the initial data without additional design time and cost.
In step2, the FCM is utilized to cluster the data with the given number of clusters.
Fig. 5 shows the clustering result distribution status of the data in step 2.
Clustering result distribution status of the heat exchanger data in stage 2.

Point Cloud Data Acquisition and �oise Reduction.
Data acquisition is the first step in RE.
The measured data from CMM (model ATOSⅡ400) are saved as a general format and then imported into a data preprocessing program.
In the processing, noise points in point cloud data will be eliminated by noise reduction processes.
Reconstruction of Point Cloud Data.

The EUROCONTROL study found a benefit of 1.6 to 2.3 percent reduction in fuel burn, and 0.7 to 1.0 percent reduction in emissions of nitrogen oxides (NOx) as a result of implementing RVSM.
To this end a large body of computerized flight data recorder [7] (CFDR) data was obtained for a variety of commercial aircraft.
Available CFDR Data Aircraft Type Engine Type A320-214 CFM56-5B4-2 B757-200 RB211-535C B767-300 CF6-80C2 ARJ85 LF 507-1F The CFDR data were quite extensive in the breadth of variables contained, with 103 directly measured or derived values.
This accuracy was previously found to be within ±14% of corresponding NASA data with 1σ confidence [8].
categoryid=702&pagetype=90 [7] Polymeris, J., Swiss Flight Data Monitoring, CH-8058 Zurich

Data stream in a popular research topic in big data era.
Also in data streams, the data points can only be sequentially accessed.
A Brief Introduction to Data Stream Methodologies A data stream generates very large data continuously.
Due to gigantic size we cannot store data from data stream on disk.
This method handles very large amount of data .It uses data reduction methods such as divide-and-conquer to handle data stream.

The parameters of the water quality calculation model are calibrated and validated by observed data in the study area.
Parameter calibration results of flow model and water quality model are satisfactory by some of the observed data in the study area.
The simulation and observed data almost have the same change trend.
(2) The scheme P1 shows that reduction of pollution load can effectively improve water quality.
When the reduction rate reaches more than 80% water quality standard can be close to the target requirement after a certain time.

SEM images of nickel particles obtained by the reduction of nickel formate in benzyl alcohol (а) and doped with Ag (0.1%) (b) as well as the reduction of nickel caprylate (c) and stearate (d).
From the resulting data it was found that that doping with silver has a substantial effect on thermal decomposition of nickel formate under isothermal conditions starting from the concentration of 0.03 mol. %.
Reduction is over after about an hour of boiling.
Two salts, copper caprylate and formate, were subjected to reduction.
A part of copper particles formed in the further reduction of the oxide conserves the same shape and size.

Compression tests then were subjected to various conditions of deformation temperature, reduction ratio and holding time.
A higher reduction ratio also increases the recrystallized regime due to a rise of stored energy for recrystallization.
And the fine precipitations consist mainly of Nb and the coarse precipitations consist mainly of Ti as presented in EDS data of Fig. 5 (c-1) and (f-1).
And EDS data of the precipitations in (c-1) Nb added alloy and (f-1) Ti+Nb added alloy.
Because the samples are deformed at very high temperature over 1180 °C and low reduction under 50 % relative to general cold rolled samples which are deformed at room temperature and high reduction over 70 %.

In this study, we describe a principle for the reduction of blanking vibration when using a servo press, and we propose an active vibration control method for the reduction of blanking vibration.
The purpose of this study is the reduction of blanking vibration using a servo press.
We determined the position of the counter pulse based on the data of the try blanking.
The parameters of a dynamics model were determined as follows instead of the data of an experimental machine: ms=2500kg，mc=600kg，kc=454×106N/m，ks=2.5×106N/m，cs=119×102N･s/m，cc=328×103 N･s/m.
Fig. 13　Reduction rate of vibration in blanking by active vibration control.

In the context of global climate warming, Chinese petrochemical industry undertakes great pressure and responsibilities of CO2 emission reduction under the premise of national energy safety.
Chinese government promised the target of CO2 emission reduction in 2009 Copenhagen Climate Summit.
Such positive data shows most of the petrochemical enterprises have accepted the idea of harmonious development with nature. 81.9% interviewee shows their enterprises have started the mental preparation and technology preparation.
The motivations of technology innovation are showed in Table 1, and the current ways of CO2 emission reduction are listed in Table 2.
The data from Table 2 proves that enterprises generally accepted the idea of cost leadership strategy in practice.

By adopting the strength reduction method makes it realize When use ANSYS to analysis on slope stability, Firstly select the initial reduction coefficient F, Then the strength coefficient of soil material of slope would be reducted, The cohesion and friction angle after reduction respectively Eq 8 and 9
Then reduct c and,put them into the slope model to calculate, If convergence, Then the slope is stable, and continue to increase the reduction factor Fs, Until the program is not convergence, The reduction factor is stable or safety coefficient.
Adapting Mohr-Coulumb criterion and the strength reduction to the safety coefficient of the high slope of the gradual reduction among the analysis, Until the plastic damage happened, When the model solution is not convergence,The reduction coefficient is the slope safety factor[5-7].
Fig2 The high slope model after discretization Fig3 X direction displacement nephogram Fig4 The convergence curve of high slope solution Fig5 Not convergence curve when reduction factor is 2.4 Fig6 X direction displacement when reduction Fig7 Plastic deformation nephogram when reduction coefficient is 2.4 coefficient is 2.4 Compared from Figure 3 and 6 can be seen, High side slope in the steady state, Displacement of X direction is just the compression deformation within the soil, And the deformation is continuous, While in the critical state, Soil of high slope will be the obvious dislocation, And in the non static state, Minimum horizontal displacement of high side slope is 24cm in Figure 6.
high slope is instability. 2.3 The practical measures of high slope in monitoring Monitoring horizontal displacement of slope toe to judge slope in what state,According to the value of horizontal displacement of the critical state model in ANSYS as the warning value.Field monitoring horizontal displacement data in 0~24cm,The slope is in the steady state, If the measured value exceeds 24cm, The slope will be regarded as is in critical state, Soon it will be instability.