Literature DB >> 29900256

Dataset showing steel cold rolling process parameters for a 6-high cold rolling mill in Nigeria.

Emmanuel O Ayuba1, Christian A Bolu1, Temitope M John2, Abiodun A Abioye1.   

Abstract

The data contained in this article was acquired from the automatic gauge control system for a steel cold rolling mill production line in Nigeria. Accuracy is the one of the most important indices of productivity during a milling process. A total of 486 data points were obtained from selected feedback sensors located on the rolling mill machine via the control panel Human Machine Interface (HMI). The selected rolling parameters were gathered at different time intervals for different sample coils strips during the different milling stages. The data shows parameters such as actual thickness measured, x-ray gauge temperature, mill speed at both entry and exit and the mill power. This dataset could be used to analyze and improve the accuracy of the Automatic gauge control system and reduction in error in thickness variation.

Entities:  

Keywords:  Accuracy; Automatic gauge control; Cold rolling mill; Steel rolling mill; X-ray gauge

Year:  2018        PMID: 29900256      PMCID: PMC5996350          DOI: 10.1016/j.dib.2018.03.081

Source DB:  PubMed          Journal:  Data Brief        ISSN: 2352-3409


Specifications Table Value of the Data The dataset for the thickness measurements can be analyzed to determine the efficiency of the rolling mill automatic gauge control system. The dataset can be used to investigate the direct effect of change in temperature of the X-ray gauge on the thickness variation at both sides of the mill. The dataset can be used to determine the accuracy level of the cold rolling mill production line. The dataset could be used to predict the most significance rolling mill process parameters.

Data

The following parameters were selected from the 6-high cold rolling mill of a steel cold rolling plant; located in Abeokuta, Ogun State, Nigeria. For each pass (thickness reduction stages in the milling process. Table 1 shows the description of the sensor (input) parameters retrieved from the HMI panel. Table 2, Table 3, Table 4, Table 5, Table 6, Table 7, Table 8, Table 9, Table 10 show the first order descriptive statistics for the input parameters.
Table 1

Description of iInput parameters.

s/nParameter CodeParametersDescription
1TTEn (mm)Target entry thickness (mm)This is the thickness measurement preset by the operator at the entry side of the mill for each pass before the mill process starts; the mill is set to carry milling process for passes [1].
2TTEx (mm)Target Exit Thickness (mm)This is the desired exit thickness for each pass, this measurement determines the thickness of the strip sheet after every pass
3ATEn (mm)Actual Entry Thickness (mm)This is the measurement derived from the X-ray sensing device positioned the entry point of the mill. This is the actual thickness of the sheet passing through the rolls.
4ATEx (mm)Actual Exit Thickness (mm)This is the thickness of the strip after a milling process as taken place. The measurement is taken by the X-ray sensing device positioned at the exit side of the mill [2].
5XTEx (°C)Exit X-ray Temperature (°C)This is the temperature in degree Celsius of the cooling chamber unit connected to the exit side of the X-ray source.
6XTEn (°C)Entry X-ray Temperature (°C)This is the temperature in degree Celsius of the cooling chamber unit connected to the entry side of the X-ray source.
7MP (kW)Mill Power (kW)This is the power in Kilowatts (kW) exerted on the backup rolls that cause a deformation in the strip sheet to be milled.
8MSEn (mpm)Entry Mill Speed (mpm)The speed of drive of the coiler called the Payup reel at the entry side of the mill, the mill speed sustains tension across the mill. Its unit of measurement is in metres per minutes (mpm).
9MSEx (mpm)Exit Mill Speed (mpm)The speed of the drive of the coiler called the Payoff reel at the exit side of the mill, this speed ensures that tension is maintained across the mill and ensures that the sheet are coiled up properly after the milling is completed. Its unit of measurement is in metres per minutes (mpm).
Table 2

Descriptive information for target thickness at entry (mm).

Coil no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
111.81.81.81.81.8002
21.261.261.261.261.26002
30.810.810.810.810.81006
40.520.520.520.520.52004
50.330.330.330.330.33006
60.210.210.210.210.21008
211.81.81.81.81.8002
21.261.261.261.261.26005
30.810.810.810.810.81004
40.520.520.520.520.52006
50.330.330.330.330.33006
60.210.210.210.210.21009
311.81.81.81.81.8008
21.261.261.261.261.26008
30.810.810.810.810.810015
40.520.520.520.520.520012
50.330.330.330.330.330011
60.210.210.210.210.210030
411.81.81.81.81.80013
21.261.261.261.261.26009
30.810.810.810.810.810010
40.520.520.520.520.520014
50.330.330.330.330.330011
60.210.210.210.210.210019
511.81.81.81.81.80018
21.261.261.261.261.26006
30.810.810.810.810.81006
40.520.520.520.520.520010
50.330.330.330.330.330016
60.210.210.210.210.210020
611.81.81.81.81.80011
21.261.261.261.261.260012
30.810.810.810.810.810014
40.520.520.520.520.520019
50.330.330.330.330.330016
60.210.210.210.210.210019
Table 3

Descriptive Information for target thickness at exit (mm).

Coil no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
111.261.261.261.261.26002
20.810.810.810.810.81002
30.520.520.520.520.52006
40.330.330.330.330.33004
50.210.210.210.210.21006
60.140.140.140.140.14008
211.261.261.261.261.26002
20.810.810.810.810.81005
30.520.520.520.520.52004
40.330.330.330.330.33006
50.210.210.210.210.21006
60.140.140.140.140.14009
311.261.261.261.261.26008
20.810.810.810.810.81008
30.520.520.520.520.520015
40.330.330.330.330.330012
50.210.210.210.210.210011
60.140.140.140.140.140030
411.261.261.261.261.260013
20.810.810.810.810.81009
30.520.520.520.520.520010
40.330.330.330.330.330014
50.210.210.210.210.210011
60.140.140.140.140.140019
511.261.261.261.261.260018
20.810.810.810.810.81006
30.520.520.520.520.52006
40.330.330.330.330.330010
50.210.210.210.210.210016
60.140.140.140.140.140020
611.261.261.261.261.260011
20.810.810.810.810.810012
30.520.520.520.520.520014
40.330.330.330.330.330019
50.210.210.210.210.210016
60.140.140.140.140.140019
Table 4

Descriptive information for actual thickness at entry (mm).

Coil _no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
11.001.801.801.791.811.790.020.002
2.001.241.241.231.261.230.030.002
3.000.800.800.800.820.800.010.006
4.000.520.510.510.530.510.010.004
5.000.330.330.320.340.320.010.006
6.000.210.210.210.210.210.000.008
21.001.781.781.771.781.770.000.002
2.001.271.271.271.281.270.000.005
3.000.800.800.790.810.790.010.004
4.000.520.520.500.570.500.030.006
5.000.330.330.330.340.330.000.006
6.000.210.210.210.220.210.000.009
31.001.781.781.781.791.780.010.008
2.001.261.261.251.281.240.010.008
3.000.810.810.800.830.790.010.0015
4.000.520.520.510.530.500.010.0012
5.000.330.330.320.340.320.010.0011
6.000.210.210.210.220.210.000.0030
41.001.791.781.781.811.770.010.0013
2.001.261.261.251.281.250.010.009
3.000.810.810.800.830.790.010.0010
4.000.520.510.510.530.510.010.0014
5.000.330.340.340.340.330.000.0011
6.000.210.210.210.220.210.000.0019
51.001.781.791.791.801.750.020.0018
2.001.271.271.271.271.260.010.006
3.000.830.820.790.900.790.040.006
4.000.510.520.510.530.490.010.0010
5.000.330.330.330.340.320.010.0016
6.000.210.210.210.220.200.000.0020
61.001.791.791.791.801.780.010.0011
2.001.251.251.221.281.220.020.0012
3.000.810.810.800.820.790.010.0014
4.000.510.510.510.530.500.010.0019
5.000.330.330.330.340.320.010.0016
6.000.210.210.210.220.210.000.0019
Table 5

Descriptive information for actual thickness at exit (mm).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
111.271.271.261.271.260.0102
20.80.80.80.810.80.0102
30.520.520.510.530.510.0106
40.330.330.330.330.33004
50.210.210.210.220.21006
60.140.140.140.140.13008
211.241.241.231.261.230.0202
20.810.820.80.820.80.0105
30.530.520.520.540.520.0104
40.330.330.320.350.320.0106
50.210.210.210.210.21006
60.140.150.130.160.130.0109
311.261.261.251.281.240.0108
21.000.810.790.790.790.0108
30.510.510.50.530.50.01015
40.330.330.330.340.320.01012
50.210.210.210.220.210011
60.130.140.140.150.120030
411.261.261.271.281.240.01013
20.80.80.80.810.79009
30.510.520.520.520.50.01010
40.330.330.330.340.330014
50.190.210.210.220.030.06011
60.140.140.130.160.130.01019
511.261.261.241.281.240.02018
20.810.810.790.820.790.0106
30.530.530.510.550.510.0106
40.340.330.330.40.320.02010
50.210.210.220.220.210016
60.140.140.130.160.130.01020
611.271.271.271.281.250.01011
20.810.810.80.840.790.01012
30.510.510.510.530.510.01014
40.330.330.330.380.310.01019
50.210.210.210.220.210016
60.130.130.130.140.130019
Table 6

Descriptive information for X-ray Temp at entry (°C).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
1130.630.630.630.630.6002
232.132.13232.2320.140.022
332.0832.432.432.630.30.880.776
431.3831.253132310.480.234
532.5232.5532.632.732.30.150.026
631.831.830.932.730.90.960.938
2131.331.33131.6310.420.182
233.1433.13333.3330.150.025
331.6531.331.333310.910.834
431.9831.6531.632.731.60.560.316
532.4332.4532.532.732.20.180.036
632.82333233.6320.690.479
3130.9531.131.131.430.20.410.178
231.2331.631.631.630.60.520.278
330.9231.731.83228.91.271.615
431.531.631.631.730.90.260.0712
554.9729.528.830.828.80.830.0711
630.7630.83131.530.20.360.1330
4130.8231.229.131.929.11.011.0213
231.631.631.631.631.6009
329.9529.428.831.628.81.191.4310
431.5731.631.631.631.30.080.0114
530.173030.232.128.91.071.1511
630.6530.531.631.629.90.70.519
5130.8431.0531.931.928.91.171.3718
230.8330.8530.930.930.70.080.016
330.6731.0531.93228.91.462.126
431.04313131.430.80.160.0210
529.9529.628.931.328.71116
630.91313131.230.40.260.0720
6131.4331.631.631.930.40.570.3311
229.7629.529.531.228.70.960.9212
331.1431.531.932.1291.081.1614
431.4831.531.531.531.20.070.0119
531.1830.930.932.230.20.640.4116
631.5331.631.631.6310.180.0319
Table 7

Descriptive information for X-ray Temp at exit (°C).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
113131313131002
231.2531.2530.432.130.41.21.452
331.8531.731.632.7310.610.386
432.4532.4532.432.532.40.0604
53232323232006
630.8530.830.631.530.50.340.118
2131.2531.253131.5310.350.132
231.66313132.7310.90.825
331.75323232310.50.254
432.1832.153232.531.90.250.066
532.8833.133.133.131.80.530.286
631.6930.830.733.130.51.221.59
3131.13313132310.350.138
229.8429.5529.131.328.90.940.888
331.3631.631.631.7310.310.0915
430.0129.62931.8291.051.112
530.0929.929.93129.80.450.211
630.9131.0530.632.128.90.850.7230
4131.013131.231.230.40.270.0713
229.6629.530.530.628.80.740.549
331313131310010
450.6430.2528.930.928.90.740.5514
531.2631.13131.830.70.420.1811
630.7930.830.832.128.91.091.1819
5130.1529.929.931.629.20.770.5918
229.6529.4528.931.128.90.80.656
330.8230.6530.631.730.60.440.196
429.8329.527.831.727.81.311.7110
530.9131.429.931.729.80.830.6816
631.0230.9530.132.129.70.860.7420
6130.5630.630.630.630.40.07011
229.2528.928.930.628.70.570.3312
330.5430.630.630.7300.170.0314
430.3130.630.631.928.80.820.6819
530.5930.630.630.830.40.090.0116
630.3230.429.23228.90.970.9419
Table 8

Descriptive information for mill speed at entry in (mpm).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
119898311653194.7589782
2183.5183.512424312484.157080.52
3326325.53223313223.16106
4597.25597.55946005942.56.254
56066066076106032.536.46
6597.561261061749043.511892.868
21218.5218.52172202172.124.52
2253.76227219356.821958.163382.895
3473.65500.05329565.5329101.27102554
4540.68622.65358643.2358141.1119910.666
5390.173903903953843.7614.176
6322.8927523747123791.278330.119
31170.81184.05184.1184.2145.418.56344.648
2223.52242252312174.3418.868
3265.473123153153490.738231.715
4340377.513038613075.265663.4512
5384.5540841141327847.172225.4711
6353.4239328943129.791.348342.7430
41185.02212199.8253.630.981.886703.6413
2228.112282282332242.677.119
3314.6314.53143183092.848.0410
4353.29384.539039128244.21954.0714
5381.8240040041031834.911218.9611
6338.2637437440120068.554699.7619
5169.757148122.133.921.36456.0718
2195197.51982001855.5931.26
3265.83309.512431912478.856217.376
4315.6322.519138619169.064769.1610
5304.75345.535036819462.553912.616
6280.4526823535623046.62171.120
61256.35256.4256256.82560.310.0911
2199.92218.5843158460.973716.9912
3305.79312.531232422224.97623.4114
4356.5838438239822652.942802.2619
5277.63283.533133419654.482967.9816
6325.2633839139624650.372537.3219
Table 9

Descriptive information for mill speed at exit in (mpm).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
1198.9598.9530.916730.996.249261.612
2270.5270.5169372169143.5420604.52
35095095065125062.375.66
4381.253813793843792.224.924
5389.67390.53823943824.1317.076
6379.38388.539039331625.82666.558
21337.5337.53333423336.3640.52
2335.58357.2251.7360251.747.052214.015
3515.93500.2498.4564.9498.432.681067.74
4611.68633.2633.2643.755841.041684.636
56036036036056011.4126
6470.89379368669368143.4320572.869
31170.15174.5183183145.214.81219.278
2350.753513513533491.391.938
3402.3348848949360142.6720355.3815
4530.59593.5596600.1190126.1315909.1612
5598.0963443164343173.445392.8911
6568.9618460666325109.8512066.1630
41188.0519918725430.778.936230.7213
2360.333603593633581.582.59
3491.8490.54904974883.129.7310
4547.64602.560360642072.495254.7114
5564.2762462763140590.798242.2211
6535.05598598620321107.9311649.7219
51115.44102.5862075545.52069.9118
2302.83301.53013102993.8714.976
3414.67485.5489489209118.814113.076
4480.4475409596256114.4613101.8210
5463.25539350546224109.2811942.8716
6432.142333056332789.748052.6220
612562572572582531.552.411
2321.67349.514848714887.427641.8812
3474.5489.549249337838.871511.1914
4562.1159760660840068.064631.6519
5433.3144950851631382.296771.316
6508.8453754262737785.637332.1419
Table 10

Descriptive information for mill power (kW).

Coil_no.PASSMeanMedianModeMaximumMinimumStandard deviationVarianceCount
11117911791178118011781.4122
2118511851183118711832.8382
316931711.515611760156179.086253.476
415571556.51554155915542.084.334
512171217.51207122712076.6544.176
697810001000101580371.295082.868
2137.537.53342336.3640.52
21711166716321804163282.796854.85
316111780110217821102339.34115148.674
4151315151504152115046.7745.776
512581257.51254126312543.5812.86
6110011001108110810906.846.289
31795.3743.573993773986.637505.368
2169816981689171116897.454.78
31381169216921705110551.84304525.1115
414281545.58111563811273.1974635.1512
51181126812661275703182.3133237.3611
6921.91000.59961077542172.6729816.430
41111311458991198899100.110019.9213
2171517181700172517008.2467.949
316931694.51694170016844.9924.9310
413971555155615761019207.743138.2614
51217125012501256101673.435391.6211
6855.99529691011610153.0923436.119
51522.14053101135180285.8681713.418
214801481.514631495146314.68215.376
3144816467981772798393.93155178.576
41041112311421175572185.634447.8210
5909.9111011101125409290.1484181.9316
6709.9746516934516157.3524760.3420
611426141513891480138929.02842.1611
2145316762221699222446.62199471.7212
316761701.517011716143475.945766.3714
4140215189431592943238.4556860.0619
5936.3103710501106648160.725825.5616
6855.49006211015621140.1219633.2519
Description of iInput parameters. Descriptive information for target thickness at entry (mm). Descriptive Information for target thickness at exit (mm). Descriptive information for actual thickness at entry (mm). Descriptive information for actual thickness at exit (mm). Descriptive information for X-ray Temp at entry (°C). Descriptive information for X-ray Temp at exit (°C). Descriptive information for mill speed at entry in (mpm). Descriptive information for mill speed at exit in (mpm). Descriptive information for mill power (kW). The data gathered from the various parameters were analyzed for each phases or stages of the rolling mill process. A pass is the defined as a phase/ stage in which the material is reduced to a predetermined range of thickness [3]. Each coil was subjected to six passes; the target exit thickness for each pass is given below: First Pass: First stage of the milling process and the material is reduced from its initial thickness of 1.800 mm to a target thickness of 1.2600 mm; Second Pass: Second stage of the milling process where the entry thickness is 1.260 mm and the target exit thickness is 0.806 mm; Third Pass: Third stage of the milling process, its entry thickness is 0.806 mm and target exit thickness is 0.516 mm; Fourth pass: Fourth stage of the milling process, its entry thickness is 0.516 mm and target exit thickness measurement is 0.330 mm; Fifth Pass: Fifth stage of the milling process with 0.330 mm and exit target thickness measurement is 0.211 mm; Sixth Pass: Final stage of milling with entry thickness measurement of 0.211 mm and exit thickness measurement is 0.135 mm.

Experimental design, materials, and methods

This data were manually collected from the Supervisory Control and Data Acquisition (SCADA) via the operators Human Machine Interface (HMI).The Supervisory Control and Data Acquisition system (SCADA) provides a detailed real time monitoring of the numerous feedback parameters [4], [5] from installed sensors during the manufacturing process [6], [7]. An average of three readings was recorded for each pass with minimum time interval of 3 minutes for the various parameters [8]. The X-ray thickness gauge sensor specifications are presented in Table 11. The tolerance range for thickness measurement for the reversible cold rolling mill is ±0.001 μm [1]. The Analysis of Variance (ANOVA) for rolling parameters are given in Table 12, Table 13, Table 14, Table 15.
Table 11

X-ray gauge specifications.

Measurement range3500–8000 μm
Source160 KV
Operating values85KV, 2 mA
Sensitivity0.1%
Max high voltage100 KV
Maximum tube current10 mA
Maximum continuous output1 kW
Resolution0.001 μm
Mill Type & direction configurationCold, Reversible
Maximum cooling chamber temperature35 °C
Cooling chamber flow rate4litres/Min
Table 12

ANOVA analysis of rolling parameters mill speed at entry and exit.

Sum of squaresdfMean squareFSig.
Mill_Speed_entry_side_mpmBetween Groups2252428.2245450485.64552.5390.000
Within Groups3266827.3383818574.350
Total5519255.562386
Mill_Speed_exit_mpmBetween Groups5472997.44251094599.488110.7760.000
Within Groups3764746.0313819881.223
Total9237743.473386
Table 13

ANOVA analysis of parameters X-ray Temp at entry and exit.

Sum of squaresdfMean squareFSig.
Xray_Temp_at_entryBetween Groups786.3785157.2760.7880.559
Within Groups76090.613381199.713
Total76876.991386
Xray_Temp_at_exitBetween Groups947.4945189.4990.9410.454
Within Groups76724.734381201.377
Total77672.228386
Table 14

ANOVA analysis of parameters actual thickness at entry and exit.

Sum of squaresdfMean squareFSig.
Actual_Thickness_at_entry_mmBetween Groups113.717522.743203031.3010.000
Within Groups0.0433810.000
Total113.760386
Actual_Thickness_at_exit_mmBetween Groups13975.47652795.0951.7310.127
Within Groups615260.4343811614.857
Total629235.911386
Table 15

ANOVA analysis of parameters Mill power.

Sum of SquaresdfMean SquareFSig.
Between Groups32150337.44156430067.48881.4680.000
Within Groups30071288.74538178927.267
Total62221626.186386
X-ray gauge specifications. ANOVA analysis of rolling parameters mill speed at entry and exit. ANOVA analysis of parameters X-ray Temp at entry and exit. ANOVA analysis of parameters actual thickness at entry and exit. ANOVA analysis of parameters Mill power.
Subject areaManufacturing Engineering
More specific subject areaAutomatic Gauge Control system, Cold Steel Rolling Mills, X-ray gauge.
Type of dataTables
How data was acquiredThe rolling process parameters were gathered from the 6 high rolling mill of the steel cold rolling mill Line 1 via the Intelligent Mechatronics system (IMS) and Supervisory Control and Data (SCADA) program for the six milling passes to achieve the target thickness as final output.
Data formatRaw, filtered, analyzed, etc.
Experimental factorsN/A
Experimental featuresThe 486 data points were gathered from the rolling milling automatic gauge control system for a period of 400h at different time intervals. The data were gathered for the six milling passes to determine the error and deviation in target exit thickness measurements as the X-ray temperature, mill speed and mill power varies.
Data source locationA Steel Rolling Mill located in Abeokuta, Ogun State Nigeria
Data accessibilityData are available within this article in the supplementary material section.
  5 in total

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