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It requires the integration of data from different sources, adaptation of advanced data mining techniques, procedures or various diagnostic methods.
In general, the system consists of several modules like: data acquisition, data preprocessing/analysis, decision making, data management, data fusion (Relational Database Management System existing in the company), data visualization and modeling for degradation processes - analysis and prognosis, Fig.1.
In the first step, collected data should be validated.
Advanced data management functions integrated in GIS-class system let to perform on line a complex models of processing data very quickly.
Fig. 3 Structure of the unified spatio-temporal and multivariate data cube .

In our work, CaTiO3 phase was also found in the process of reduction TiO2 for preparing Ti powders by calcium vapor, which is consistent with the observation[12-15] in the process of electrochemical reduction of titanium dioxide in molten salt and the PRP process, direct reduction of TiO2 by metal calcium.
The Reduction Experiment.
Then took out the reaction vessel and opened it to obtain the reduction products.
According to the data in Ref.[17], the Gibbs free energy for the reaction in the process of the reduction of TiO2 by calcium vapor can be calculated.
In addition, the reduction by-products CaO also can be found in pattern (b).

Through the general data packet service [1] transmission method to collect the hydraulic characteristic information can be transmitted to computer, and then faults diagnosis.
The main idea of ​​rough set theory is in the premise of maintaining the same classification ability, through knowledge reduction, decision making or classification to export issues rules and the reduction of which can be used for pre-processing on high-dimensional data to remove redundancy property, so as to achieve the purpose of dimensionality reduction in fault diagnosis, the use of rough set theory to specific monitoring and diagnostic data processing, diagnostic information can reduce redundancy, improve the diagnostic efficiency [2].
Forklift hydraulic system is characterized by relatively large parameters, not all selected; (3) Creating the relevant target data set (the original sample database), in other words, knowledge acquired data samples; (4) Data reduction, including attribute reduction, value reduction; (5) Mixing rule knowledge base generated.
Attribute reduction is equivalent to eliminate some unnecessary ranks from decision-marking table; attribute value reduction is eliminate some unnecessary attribute value from the table.
Decision-making table without any redundant information can be get by the manner of attribute reduction, value reduction, and shown as in table 4 ("*" indicates can not be considered).

Requirements of data exploration methods are much more simple.
The aim of this work is to compare statistics and data mining methods with sensitivity analysis results and verify if we are able to achieve similar results with significant reduction of number of measurements.
Application of data mining The statistics and data mining procedures were applied to estimate the importance of the parameters of the hot rolling of dual phase steel strips.
Reduction of dataset.
The smaller the data set, the faster will be the calculation.

An Adiabatic Register Based on Dual Threshold Leakage Reduction Technique Jianping Hu1, a , Xiaoying Yu1, b , and Xiaolei Sheng1, c 1 Faculty of Information Science and Technology, Ningbo University, Ningbo City, China a nbhjp@yahoo.com.cn, b nbuxiaoy@yahoo.com.cn, cnbuxiaolei@yahoo.com.cn Keywords: Nanometer CMOS circuits, Dual threshold CMOS, Leakage reduction, Adiabatic logic.
The two-phase CPAL register file consists of a storage-cell array, address decoders, read/write word-line drivers, sense amplifiers, and write bit-line and read data-line drivers, as shown in Fig. 3 [4].
The write bit-line and read data-line drivers are as much as the number of memory columns.
Because about 70% of memory store data are "0" [5], the storage cell with double-threshold technique can reduce leakage in the inactive state.
Summary This paper focuses on leakage reduction of the register file based on CPAL circuits using DTCMOS schemes.

Therefore, optimizing transportation form of the road transport, strengthening energy conservation management, is of great practical significance to improve the efficiency of energy utilization, to protect environment, to facilitate the sustainable development of society.This article combined with the relationship between drop-and-pull transport and energy saving and emission reduction, used the analytic hierarchy process and fuzzy comprehensive evaluation model to evaluate the effectiveness of energy saving and emission reduction of drop-and-pull transport.
Energy saving and emission reduction of road transport industry refers to improving the fuel efficiency of the operation vehicle and reducing fuel consumption and waste emissions.
Analysis of energy saving and emission reduction mechanism of drop-and-pull transport Direct energy conservation mechanism.
Energy saving benefits evaluation of pull transportation case A case study of XX company, combines with its volume forecast the next few years, and transportation equipment situation, calculates the quantitative evaluation indexes, experts scores on the basis of the data obtained and the specific circumstances of the qualitative evaluation indexes, final draw weight set W and membership matrix R.
It follows that there is a certain energy saving effect in pull transport, but still need to further strengthen the energy-saving and emission reduction management, to achieve better energy saving effect.

The WO3 is a stable oxide because the reduction agent used to promote the reduction was not sufficient enough to reduce to zero metal tungsten.
The reduction divided into three stages: the reduction of WO3 to WO2, reduction of WO2 to W and then significant methane decomposition.
For identification purposes of crystalline phase composition, diffraction pattern obtained were matched with standard diffraction data (JCPDS) files.
Results & Discussion Thermodynamic Consideration Data.
The reduction should be preceded by formation of WO2.96 as the earliest reduction of WO3 [3].

As a result of the obtained experimental data, the temperature distributions were reproduced using the proposed interpolation method.
To eliminate these shortcomings, it is effective to use approaches that allow specifying the properties of concrete and reinforced concrete based on the generalization and interpretation of data obtained as a result of fire tests.
Calculation of the coefficient of reduction of concrete strength of a reinforced concrete cross-section by temperature in the inner layer: a – diagram of the division into layers of the cross-section of a reinforced concrete crossbar; b – the scheme of linear interpolation of the coefficient of reduction of the concrete strength of the reinforced concrete crossbar according to tabular data.
A methodology was developed and fire tests of a reinforced concrete beam were conducted using it, the measurement data of which allow implementing the proposed method of identifying the coefficient of concrete strength reduction. 2.
According to the data obtained during the fire tests, a refined dependence of the concrete strength reduction coefficient was obtained, which is the basis for improving the calculation method for assessing the fire resistance of reinforced concrete beams based on deformation models.

The technology of wavelet noise reduction can not only suppress the signal’s noise, but also can overcome the shortcomings of conventional noise reduction methods.
Therefore, wavelet de-noising is a very effective noise reduction method.
By comparing the experimental data, this paper estimated the relationships between regulatory factors and SNR, RMSE are estimated, shown in Fig1 and Fig2.
Experimental procedures. (1) Programming under the CCS environment, and make the DSP reading the vibration test signal data that collected from headstock CA6140
(3) Use MATLAB to process the measured vibration signal for noise reduction

However, the study lacked data on the reduction of complex oxide compounds that may be a part in technogenic raw materials.
At the same time, studies of the reduction of individual oxides in Mo-O-C [21, 22] and W-O-C [25, 26] systems determine the two-stage reduction.
The development of this study is possible in the direction of expanding the range of steel classes, the oxide waste of which will be involved in processing by the method of smelting reduction.The challenges in attempting to expand this research lie in the lack of sufficient experimental data.
Wei, Reduction of Fe and Ni in Fe–Ni–O systems.
Luo, Carbothermic Reduction of MoO3 for Direct Alloying Process.