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Literature Review Research Process and Analysis The study acquired knowledge on the characteristics of folding chairs and quality function deployment in addition to the applications through literature review and data collection.
The data show that most public using folding chair at home emphasize more on the coordination between the folding chair and the environment.
The data were summarized into the importance analysis of demand quality as shown in (Table 3-2).
The second layer consisted of “structural and form integrity design,” “new color conversion and use,” “aesthetics in chair reinforcement,” “No screws used,” “use plastic elasticity for assembly,” “handle design,” “latch for easy stacking,” “flat surface required after folding,” “Sufficient seat reinforcement,” “Use sliders or pullers to prevent pinching,” “appropriate arch and angle of chair back,” “dimension of seat,” “appropriate angle and contour,” “appropriate height of seat,” “appropriate back height,” “parts can be dissembled and recycled,” and “part reduction.”
Finally in terms of environmental protection, although the rise of green awareness in recent years have urged people to enhance their concepts of environmental product, the survey in contrast did not discover consumers emphasizing more on the reduction of materials and recycling materials for reuse as expected.

Many methods of GO reduction have been introduced and extensively studied by many researchers [7].
This statement is correlated with the data from current-voltage measurement shown in Fig. 5.
Fig. 6 Experimental data (solid line) versus fitting J-V curve (marked curve) extract from single diode model equation.
Resulted fitting curved vs. raw data from I-V characterization is shown in Fig. 6.
[6] Pei S, Cheng H-M, The reduction of graphene oxide, Carbon. 50 (2011) 3210-3228

With this philosophy, it is possible to produce a variety of products with a minimum of inventory and the lowest level of quality defects .JIT leads to many operational benefits such as the reduction of work-in-process inventory, the reduction of floor space required, the reduction of manufacturing lead time, an increase in worker productivity and increase in inventory turnover [18].
[3] Al-Najjar,B. (1996), Total quality maintenance : an approach for continuous reduction in costs of quality , Journal of Quality in Maintenance Engineering, Vol. 2 No.3 , pp 4-20
[4] Amoako-Gyampah, K., Gargeya, V., (2001), Just-in-time manufacturing in Ghana, Industrial Management & Data Systems, Vol. 101 Iss: 3 pp. 106 – 113
[10] Canel,C., Rosen,D., Anderson,E., (2000),Just-in-time is not just for manufacturing: a service perspective, Industrial Management & Data Systems, Vol. 100 Iss: 2 pp. 51 - 60 [11] Dale, B.
,Cua, K.O., (1999), Total productive maintenance : a contextual view, Journal of Operations Management , Vol .17, pp 123-144 [26] Mould,G., King,M., (1995),"Just-in-time implementation in the Scottish electronics industry", Industrial Management & Data Systems, Vol. 95 Iss: 9 pp. 17 - 22 [27] Nakajima, S (1988): Introduction to TPM, Productivity Press, Cambridge, MA

In order to better use the damping vibration reduction technology, the multi-layer structure has been widely concerned by scholars0.
In order to check the accuracy and reliability of the measured data, firstly the relationship between the complex modulus of the measured data and the loss factor is drawn, as shown in Figure 6, in which the horizontal coordinates represent the logarithmic of complex modulus and longitudinal coordinates represent the loss factor.
The curve presents inverted U shape, which indicates the dispersion of the data has meet the basic requirements.
Finite Element Reduced Order Model for Noise and Vibration Reduction of Double Sandwich Panels Using Shunted Piezoelectric Patches[J].Applied Acoustics, 2015
Vibration Damping and Noise Reduction Performance Analysis of Brace with Elastic Interlayer [J].

The paper take 1.5mm DP600 steels as an example, experimental data shows that by optimizing electrode force during welding process, the width of weld lobe can be enlarged from 0.9kA to 2.1kA and the weldability of dual phase steel is improved greatly.
Introduction Since the requirement for automobile weight reduction is becoming more and more important and urgent, new types of advanced high-strength steel (AHSS) are introduced into automobile industry.
They offer a great opportunity for part weight reduction.

By definition, data is an item which has not yet been performed.
Only the contextualization of data shall deliver added value for the creation of information, provide support for data interpretation.
In particular, the information makes connections between different data to define a fact.
The information thus involves some understanding of the relationship that exists between data.
Therefore, information can be comes from the link that exist between more data.

The alloy TiNb can be obtained by conventional melting route or powder metallurgy, where the powders can be obtained by spray drying, chemical reactions and the process of hydrogenation and dehydrogenation (HDH).The hydrogenation is carried out by inserting hydrogen in the structure of Ti and Nb in vacuum at high temperatures, forming a phase extremely fragile called hydride of Ti and Nb, thus enabling the reduction of particle size by milling.
Comparing the values of the elasticity modulus in the composition of Ti-10 wt (%) Nb obtained by arc melting and PM, we can observe a large reduction in elasticity modulus from 96GPa to 2.7 GPa [13].
With the increase of the Nb concentration in the alloy, occurs the reduction of the elasticity modulus that is related to the appearance of β phase.
[11] Powder Diffraction File, International Centre for Diffraction Data, 1998

Reflectance data were stored as log (1/R) (R= reflectance) at 1nm intervals (751 spectra data points).
Furthermore, it can also reduce repetition and redundancy of the input spectra data.
PCA is a method of data reduction that constructs new uncorrelated variables, known as principal components (PCs).
In addition, PCs can also eliminate noises and random errors in the original data.
As an effective approach to the separation of blind signal, ICA has recently attracted broad attention and has been successfully used in many fields. e.g., medical signal analysis, image processing, dimension reduction, fault detection and near-infrared spectral data analysis [12]-[14].

Based on the encoded data, that is functioned from length of data and for this purpose padding is arranged to reduce the noise and unused data.
Those attacks can be of any security issues such as services, data bytes and so on.
The AE layer performs well in recognizing the patterns of intruders, diagnosing the faults caused by attackers, and learning features fast using dimensionality reduction and data denoising techniques in the IDS.
The encoder can compress the original data from the input layer and the decoder can decompress back to relatively close original data.
Step d: Data extraction from the input features Step e: Create the encoding from the length of embedded information Step f: Convert the unsupervised data into proper document form to decode the data Step g: Optimize the data using genetic algorithm Step h: Set the rate for the learning process using the low detection value Step i: Convert the input to sequence of vector Step j: Document classification using the NRNN-AE techniques Step k: Stop.

Representative corrosion rate data.
Representative corrosion imbalance data.
Representative pH data Figure 6.
Representative oxidation-reduction potential (ORP) data.
Mass loss data for LPR electrodes.