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Online since: August 2013
Authors: Gui Li Gao, De Quan Shi
Although the networks have many types, they consist of a large number of neurons that are widely interconnected to constitute a parallel processing network.
Each layer includes a number of neurons and is sequentially connected.
As long as the number of neurons and the training samples are enough, the “black box” is able to predict the output for any input.
The network was trained by dynamical adjustment method to determine the node number of the hidden layer.
Hiremath, “Classification of cast iron based on graphite grain morphology using neural network approach,” Proc. of SPIE, vol. 7546, pp.
Each layer includes a number of neurons and is sequentially connected.
As long as the number of neurons and the training samples are enough, the “black box” is able to predict the output for any input.
The network was trained by dynamical adjustment method to determine the node number of the hidden layer.
Hiremath, “Classification of cast iron based on graphite grain morphology using neural network approach,” Proc. of SPIE, vol. 7546, pp.
Online since: May 2020
Authors: Štefan Hajdu
In this type of the forming, the material is strengthened and a texture is formed, which means that grains are elongated in the direction of the applied force.
Total number of elements for the whole assembly was just over 250,000 pieces.
The number of steps in the second operation was 200 with the write interval of each 10. step and the step increment was 0.5 mm/step.
The number of steps, the write interval, and the increment are the same as in the second operation, but the calculation stops when the distance between the dies reaches 10.5 mm. 10.
In Fig. 6 can be seen the temperature field of the first operation for the step number 1.
Total number of elements for the whole assembly was just over 250,000 pieces.
The number of steps in the second operation was 200 with the write interval of each 10. step and the step increment was 0.5 mm/step.
The number of steps, the write interval, and the increment are the same as in the second operation, but the calculation stops when the distance between the dies reaches 10.5 mm. 10.
In Fig. 6 can be seen the temperature field of the first operation for the step number 1.
Online since: October 2011
Authors: E.E. Bassey, E.O. Ifelola
Figure.1:Nigeria map Showing Obajana the study area
N
Figure. 3: Topographic Map of Obajana and environs
Figure. 4: Excavated Surface of Obajana Limestone
Geology of the Deposit: The deposit is a coarse grained grey crystalline limestone.
According to [19], the required numbers of discontinuities to be mapped are 20 for orientation of the set, 50 – 100 for characterization.
The maximum declination of the mean plane of the discontinuity was measured with the clinometer (dip) and expressed in degrees as a two digit number from (000-900) e.g 030 or 880 (c) The azimuth of the dip (dip direction) was measured in degrees counted clockwise from the true North and expressed as a three digit number e.g. 0350 or 2870 (0000-3600) (d) The dip and dip direction were recorded in this order with two digit and three digit numbers separated by a line e.g. 880/2870.
The pair of numbers represents the dip vector.
(f) A total number of 115 readings were taken as specified by [18] i.e (50-300 readings) and 50 readingswere used for analysis in this paper.
According to [19], the required numbers of discontinuities to be mapped are 20 for orientation of the set, 50 – 100 for characterization.
The maximum declination of the mean plane of the discontinuity was measured with the clinometer (dip) and expressed in degrees as a two digit number from (000-900) e.g 030 or 880 (c) The azimuth of the dip (dip direction) was measured in degrees counted clockwise from the true North and expressed as a three digit number e.g. 0350 or 2870 (0000-3600) (d) The dip and dip direction were recorded in this order with two digit and three digit numbers separated by a line e.g. 880/2870.
The pair of numbers represents the dip vector.
(f) A total number of 115 readings were taken as specified by [18] i.e (50-300 readings) and 50 readingswere used for analysis in this paper.
Online since: July 2010
Authors: Emad A. Badawi, Yahia A. Lotfy, M.A. Abdel-Rahman, Alaa El-Deen, Alaa El-Deen A. El-Nahhas
Figure 1
Age Hardening Process
In the early stages of aging, a large number of very small clusters of the secondary Ө-phase are
formed.
Positron annihilation has been intensively studied in metals and the reason for this is that the positron annihilation method makes it possible to determine such important characteristics of metals as the electron momentum distribution, the Fermi energy (usually measured in eV), the number of free electrons per metal atom, and the concentration of such electrons in the conduction band.
Firstly, we quenched it at 520oC and then aged it at two different temperatures (150 or 175oC) as seen in figures 4 and 5. 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 Anneling at(150) hardness(1050) lifetime(1050) Figure 1 Aging time (hour) after quenching at (520) Hv (number) 120 130 140 150 160 170 180 190 200 210 220 mean lifetime(ps) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 Annealing at(150) Hardness(1050) Mean lifetime(1050) Figure 3 Aging time (hour) after quenching at (530) Hv (number) 120 130 140 150 160 170 180 190 200 210 220 Mean lifetime (ps) 0 2 4 6 8 10 12 14 16 18 10 20 30 40 50 60 70 anneling at(175) Hardness(6063) lifetime(6063) Figure 5 Aging time (hour) after quenching at (520) Hv 170 180 190 200 210 mean lifetime(ps) In Fig.4, the samples (6063) were quenched from 520oC into distilled water and then annealed at 150oC for various times.
-2 0 2 4 6 8 10 12 14 16 18 10 15 20 25 hardness(6063) lifetime(6063) Figure 4 Aging time (hour) after anneling at (520) Hv 170 180 190 200 210 Anneling at(150) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 35 40 45 50 55 60 Annealing at (175) Hardness(6063) Lifetime(6063) Figure 6 Aging time(hour)after quenching at(530) Hv (number) 150 160 170 180 190 200 210 220 Mean lifetime (ps) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 35 40 45 50 55 60 Hardness(6063) mean lifetime(6063) Figure 7 Aging time(hour)after quenching at(530) Hv (number) 150 160 170 180 190 200 210 220 Annealing at (150) Mean lifetime (ps) Firstly, the lifetime increased to a maximum value after 4 h of annealing at 175o C , and then decreased to a stable value for all subsequent annealing times.
Somoza: Acta Materialia, 52 (2004) 4707-4726 [8] Zhao Y.H., Liao X.Z., Valiev R.Z. and Zhu Y.T., Enhanced Mechanical Properties in Ultrafine Grained 7075 Al Alloy, Journal of Materials Research, 20[2] (2005) 288-291 [9] Kulkarni A.J., Krishnamurthy K., Deshmukh S.P. and Mishra R.S., Effect of Particle Size Distribution on Strength of Precipitation-Hardened Alloys, Journal of Materials Research, 19[9] (2004) 2765-2773 [10] Lumley R.N., Polmear I.J. and Morton A.J., Control of Secondary Precipitation to Improve the Performance of Aluminum Alloys, Materials Science Forum, 396-402 (2002) 893-898 [11] Eskin D.G., Hardening and Precipitation in the Al-Cu-Mg-Si Alloying System, Materials Science Forum, 396-402 (2002) 1037-1042 [12] Cheng L.M., Poole W.J., Embury J.D. and Lloyd D.J., The Influence of Precipitation on the Work-hardening Behaviour of the Aluminum alloys AA6611 and AA7030, Metallurgical and Materials Transactions A, 34 (2003) 2473-2481 [13] Schiffmann R.
Positron annihilation has been intensively studied in metals and the reason for this is that the positron annihilation method makes it possible to determine such important characteristics of metals as the electron momentum distribution, the Fermi energy (usually measured in eV), the number of free electrons per metal atom, and the concentration of such electrons in the conduction band.
Firstly, we quenched it at 520oC and then aged it at two different temperatures (150 or 175oC) as seen in figures 4 and 5. 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 Anneling at(150) hardness(1050) lifetime(1050) Figure 1 Aging time (hour) after quenching at (520) Hv (number) 120 130 140 150 160 170 180 190 200 210 220 mean lifetime(ps) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 Annealing at(150) Hardness(1050) Mean lifetime(1050) Figure 3 Aging time (hour) after quenching at (530) Hv (number) 120 130 140 150 160 170 180 190 200 210 220 Mean lifetime (ps) 0 2 4 6 8 10 12 14 16 18 10 20 30 40 50 60 70 anneling at(175) Hardness(6063) lifetime(6063) Figure 5 Aging time (hour) after quenching at (520) Hv 170 180 190 200 210 mean lifetime(ps) In Fig.4, the samples (6063) were quenched from 520oC into distilled water and then annealed at 150oC for various times.
-2 0 2 4 6 8 10 12 14 16 18 10 15 20 25 hardness(6063) lifetime(6063) Figure 4 Aging time (hour) after anneling at (520) Hv 170 180 190 200 210 Anneling at(150) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 35 40 45 50 55 60 Annealing at (175) Hardness(6063) Lifetime(6063) Figure 6 Aging time(hour)after quenching at(530) Hv (number) 150 160 170 180 190 200 210 220 Mean lifetime (ps) 0 2 4 6 8 10 12 14 16 18 0 5 10 15 20 25 30 35 40 45 50 55 60 Hardness(6063) mean lifetime(6063) Figure 7 Aging time(hour)after quenching at(530) Hv (number) 150 160 170 180 190 200 210 220 Annealing at (150) Mean lifetime (ps) Firstly, the lifetime increased to a maximum value after 4 h of annealing at 175o C , and then decreased to a stable value for all subsequent annealing times.
Somoza: Acta Materialia, 52 (2004) 4707-4726 [8] Zhao Y.H., Liao X.Z., Valiev R.Z. and Zhu Y.T., Enhanced Mechanical Properties in Ultrafine Grained 7075 Al Alloy, Journal of Materials Research, 20[2] (2005) 288-291 [9] Kulkarni A.J., Krishnamurthy K., Deshmukh S.P. and Mishra R.S., Effect of Particle Size Distribution on Strength of Precipitation-Hardened Alloys, Journal of Materials Research, 19[9] (2004) 2765-2773 [10] Lumley R.N., Polmear I.J. and Morton A.J., Control of Secondary Precipitation to Improve the Performance of Aluminum Alloys, Materials Science Forum, 396-402 (2002) 893-898 [11] Eskin D.G., Hardening and Precipitation in the Al-Cu-Mg-Si Alloying System, Materials Science Forum, 396-402 (2002) 1037-1042 [12] Cheng L.M., Poole W.J., Embury J.D. and Lloyd D.J., The Influence of Precipitation on the Work-hardening Behaviour of the Aluminum alloys AA6611 and AA7030, Metallurgical and Materials Transactions A, 34 (2003) 2473-2481 [13] Schiffmann R.
Online since: April 2019
Authors: Mohd Raihan Taha, Ali Asghar Firoozi, Ali Akbar Firoozi, Tanveer Ahmed Khan, Jamal M.A. Alsharef, Farzad Hejazi
It was observed through these two tests that, increase in ball milling time after 6 hours resulted in grain size reduction.
Initially premix or hand mixed [29] where the quantity of soil was divided into ten portions and each portion was spread in a square pan (50×50 cm) then the required amount of nanomaterial was sprayed using sieve number 200 as shown in Figure 6.
However, as shown in Figure 16, the intensities of peak corresponding to reflection vary after ball-milling and become broader, indicating the decrease of grain size of kaolinite particles due to the micro strain induced peak broadening.
After 1, 2 and 6 hrs. of milling, the sample still contained the three forms of elemental powders, but with further milling (24 hrs.), peaks were reduced, showing that increasing ball mill time after 6 hrs. led to grain size reduction.
Initially premix or hand mixed [29] where the quantity of soil was divided into ten portions and each portion was spread in a square pan (50×50 cm) then the required amount of nanomaterial was sprayed using sieve number 200 as shown in Figure 6.
However, as shown in Figure 16, the intensities of peak corresponding to reflection vary after ball-milling and become broader, indicating the decrease of grain size of kaolinite particles due to the micro strain induced peak broadening.
After 1, 2 and 6 hrs. of milling, the sample still contained the three forms of elemental powders, but with further milling (24 hrs.), peaks were reduced, showing that increasing ball mill time after 6 hrs. led to grain size reduction.
Online since: August 2011
Authors: Hong Lin He, Jun Ping Wang
(a)
(b)
(c)
Fig. 2 Nafion117 membrane(180μm thickness)is coarsened by sandpaper with grain size P1200, (a)Roughness along, (b)Roughness across, (c)Roughness along and across
Ion-exchange.
Through the above steps, the matrix membrane has adsorbed a large number of platinum ions so as to significantly increase the stiffness of membrane.
With the addition of NaBH4 and the rose temperature, the color of basement membrane turn light brown from clear and yield large number of small bubbles absorbed on the surface, and the film turns to silver-white when the NaBH4 solution drops more than four times.
Through the above steps, the matrix membrane has adsorbed a large number of platinum ions so as to significantly increase the stiffness of membrane.
With the addition of NaBH4 and the rose temperature, the color of basement membrane turn light brown from clear and yield large number of small bubbles absorbed on the surface, and the film turns to silver-white when the NaBH4 solution drops more than four times.
Online since: October 2010
Authors: Daniela Herman, Tomasz Okupski, Wiesław Walkowiak
Especially, CaO-MgO-Al2O3-SiO2 (CMAS) systems made it possible to obtain glass-ceramic, where a diopside phase provided a main, and often single, crystalline phase that depending on fine- or coarse-grained structure could control hardness and wear-resistance of materials [3,4].
Since the growth of crystals occurred in the transient number of nuclei, the activation energy Ea, was determined by the modified Kissinger method respecting the crystallization mechanism according to the following formula [7]: (1) where: n – Avrami parameter connected with a crystallization mechanism, m – represents dimension of crystal.
As a result of phase transitions, distributions of metastable Na2CaSi3O8 and olivine phases, and an increase in the number of vitreous phases, the conditions for forming gahnite, for which the activation energy was determined as Ea=379kJ/mol, were facilitated.
Since the growth of crystals occurred in the transient number of nuclei, the activation energy Ea, was determined by the modified Kissinger method respecting the crystallization mechanism according to the following formula [7]: (1) where: n – Avrami parameter connected with a crystallization mechanism, m – represents dimension of crystal.
As a result of phase transitions, distributions of metastable Na2CaSi3O8 and olivine phases, and an increase in the number of vitreous phases, the conditions for forming gahnite, for which the activation energy was determined as Ea=379kJ/mol, were facilitated.
Online since: November 2011
Authors: Rui Gang Wang
In addition, in high pH conditions, the surface of the fly ash will gather a large number of negative charges, due to electrostatic repulsion effects making phosphate ion not easy to close to the surface of fly ash grain, which would also affect the fly ash on the phosphorus sorption capacity.
After acid treatment of fly ash that release a large number of Al3+ and Fe3+ can effectively reduce or eliminate the suspended particles in water potential, so the suspended particle is destabilizated, and acid treated fly ash particle surface will form a plurality of grooves and holes,that can enhance the adsorption of these destabilization of the colloidal particles.
After acid treatment of fly ash that release a large number of Al3+ and Fe3+ can effectively reduce or eliminate the suspended particles in water potential, so the suspended particle is destabilizated, and acid treated fly ash particle surface will form a plurality of grooves and holes,that can enhance the adsorption of these destabilization of the colloidal particles.
Online since: April 2011
Authors: Xue Song Zhang
Table 1 The rolling strength parameters testing data of R1 mill of WuGang No.2 hot strip rolling mill
Billet number
Billet size(mm)
material
reduction
rolling force (t)
Upper torque (KN-M)
Lower torque (KN-M)
Mean ratio of upper and lower torque
(thick*width*length)
mm
maximum value
mean value
maximum value
mean value
maximum value
mean value
Mupper / Mlower
1
230*1400*9100
St12
38.5
1802
1765
1519
1099
2042
1151
0.95
2
1699
1644
1650
1032
1778
1052
0.98
3
1867
1733
1675
1088
2143
1185
0.92
4
1758
1676
1512
1062
1816
1035
1.03
5
230*1550*9950
A
26.6
1759
1694
1137
826
1284
983
0.84
6
1648
1593
1153
754
1190
923
0.82
7
230*1650*7600
SPHT2
25.8
1883
1762
1213
889
1224
881
1.01
8
230*1650*7800
1697
1645
1122
811
1159
890
0.91
9
230*1550*9950
A
25.9
1799
1765
1408
898
1397
1031
0.87
10
1794
1716
1343
814
1174
985
0.83
The establishment of finite element model
MARC Analysis Research Corporation (referred to as MARC) was founded in 1967 and headquartered in California, Palo Alto, is the
Because only study the mechanism of mill asymmetric rolling, to analyze the vertical plate bending deformation in rolling process, taking into account the level of existing computer which not easy to calculate the model of total number of cell contacts more than 15,000, so the size of basic model of plate is taken as the width of only 20mm, while the length only 1200mm, inlet thickness 220mm, export thickness 200mm; The smallest unit is 7.5 (L) × 5 (width) × 7.5 (high) mm (see Figure 1a).
Ultrafine Grained Steel Production at the New Nakayama Hot Strip Mill.
Because only study the mechanism of mill asymmetric rolling, to analyze the vertical plate bending deformation in rolling process, taking into account the level of existing computer which not easy to calculate the model of total number of cell contacts more than 15,000, so the size of basic model of plate is taken as the width of only 20mm, while the length only 1200mm, inlet thickness 220mm, export thickness 200mm; The smallest unit is 7.5 (L) × 5 (width) × 7.5 (high) mm (see Figure 1a).
Ultrafine Grained Steel Production at the New Nakayama Hot Strip Mill.
Online since: April 2014
Authors: Ting Biao Guo, Jun Yuan Zhao, Yu Tian Ding
Six samples of Cu63W37, Cu78W22, Cu84W16, Cu87W13, Cu90W10, and Cu91W9 were prepared by powder metallurgy on the ratio of the atomic number, 5:1, 10:1, 15:1, 20:1, 25:1, and 30:1.
On the other side, there are large number interfaces between the reinforcing phase and matrix.
Copper-tungsten composite powder, which are nanometer grains and ingredients distributed uniform, can be prepared by high energy ball-milling.
On the other side, there are large number interfaces between the reinforcing phase and matrix.
Copper-tungsten composite powder, which are nanometer grains and ingredients distributed uniform, can be prepared by high energy ball-milling.