Chemistry and Industry of Forest Products ›› 2020, Vol. 40 ›› Issue (3): 115-122.doi: 10.3969/j.issn.0253-2417.2020.03.015
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Xinglong HOU1,2,Qi GUO1,Xiaopeng JIAN1,Dichao WU1,Wei XU1,Junli LIU1,*()
Received:
2019-10-23
Online:
2020-06-28
Published:
2020-06-29
Contact:
Junli LIU
E-mail:liujunli1974@126.com
CLC Number:
Xinglong HOU,Qi GUO,Xiaopeng JIAN,Dichao WU,Wei XU,Junli LIU. Optimization of Design of Lignin-based Activated Carbon Based on Response Surface Methodology[J]. Chemistry and Industry of Forest Products, 2020, 40(3): 115-122.
Table 1
Variables and results of Plackett-Burman design"
序号 No. | X1(g:g) | X2/% | X3/h | X4/℃ | X5/h | X6/℃ | X7 | X8 | 亚甲基蓝吸附值MB/(mg·g-1) | |
实验值 experimental value | 预测值 predicted value | |||||||||
1 | 1:1 | 60 | 12 | 90 | 1 | 700 | 0 | 0 | 82.5 | 103.13 |
2 | 4:1 | 30 | 6 | 90 | 1 | 350 | 0 | 0 | 112.5 | 111.87 |
3 | 1:1 | 30 | 6 | 140 | 7 | 700 | 0 | 0 | 82.5 | 63.13 |
4 | 4:1 | 30 | 12 | 140 | 1 | 700 | 0 | 0 | 150.0 | 148.13 |
5 | 1:1 | 30 | 6 | 90 | 1 | 350 | 0 | 0 | 60.0 | 60.61 |
6 | 1:1 | 60 | 6 | 90 | 7 | 700 | 0 | 0 | 82.5 | 80.61 |
7 | 4:1 | 60 | 6 | 140 | 1 | 700 | 0 | 0 | 157.5 | 143.13 |
8 | 1:1 | 30 | 12 | 140 | 7 | 350 | 0 | 0 | 45.0 | 49.39 |
9 | 4:1 | 60 | 12 | 90 | 7 | 350 | 0 | 0 | 105.0 | 114.41 |
10 | 4:1 | 60 | 6 | 140 | 7 | 350 | 0 | 0 | 112.5 | 103.15 |
11 | 4:1 | 30 | 12 | 90 | 7 | 700 | 0 | 0 | 120.0 | 136.87 |
12 | 1:1 | 60 | 12 | 140 | 1 | 350 | 0 | 0 | 82.5 | 78.13 |
Table 2
Effect of factors and statistical analysis of factors using Plackett-Burman Design"
因子 factors | 效应 effect | 系数 coefficient | 标准误差 standard error | T值 T value | P值 P value | 显著性 significance |
常量constant | 198.76 | 99.38 | 2.13 | 46.55 | 0.000 | |
X1 | 53.76 | 26.88 | 2.13 | 12.59 | 0.001 | ** |
X2 | 8.76 | 4.38 | 2.13 | 2.05 | 0.133 | |
X3 | 11.26 | 5.63 | 2.13 | 2.63 | 0.078 | |
X4 | -3.74 | -1.87 | 2.13 | -0.88 | 0.444 | |
X5 | -16.24 | -8.12 | 2.13 | -3.81 | 0.032 | * |
X6 | 26.24 | 13.12 | 2.13 | 6.15 | 0.009 | ** |
X7 | -3.74 | -1.87 | 2.13 | -0.88 | 0.444 | |
X8 | 1.24 | 0.62 | 2.13 | 0.29 | 0.789 |
Table 3
ANNOVA for Plackett-Burman Design model"
来源 source | 自由度 df | 平方和 SS | 均方 MS | F值 F value | P值 P value | 显著性 significance |
模型model | 8 | 12225.0 | 1528.12 | 27.94 | 0.010 | * |
X1 | 1 | 8667.2 | 8667.19 | 158.49 | 0.001 | ** |
X2 | 1 | 229.7 | 229.69 | 4.20 | 0.133 | |
X3 | 1 | 379.7 | 379.69 | 6.94 | 0.078 | |
X4 | 1 | 42.2 | 42.19 | 0.77 | 0.444 | |
X5 | 1 | 792.2 | 792.19 | 14.49 | 0.032 | * |
X6 | 1 | 2067.2 | 2067.19 | 37.80 | 0.009 | ** |
X7 | 1 | 42.2 | 42.19 | 0.77 | 0.444 | |
X8 | 1 | 4.7 | 4.69 | 0.09 | 0.789 | |
误差error | 3 | 164.1 | 54.69 | |||
合计total | 11 | 12389.1 |
Table 5
Experimental design and results of CCD"
运行序号 run order | X1(g:g) | X5/h | X6/℃ | 亚甲基蓝吸附值MB/(mg·g-1) | |
实验值 experimental value | 预测值 predicted value | ||||
1 | 3.0:1 | 3.5 | 575 | 97.5 | 94.88 |
2 | 2.5:1 | 3.0 | 550 | 210.0 | 207.33 |
3 | 3.5:1 | 3.0 | 550 | 180.0 | 182.96 |
4 | 2.5:1 | 3.0 | 550 | 105.0 | 106.17 |
5 | 2.5:1 | 3.0 | 550 | 165.0 | 169.81 |
6 | 3.0:1 | 2.5 | 525 | 180.0 | 179.95 |
7 | 2.5:1 | 3.0 | 550 | 210.0 | 207.33 |
8 | 2.5:1 | 2.0 | 500 | 202.5 | 204.67 |
9 | 2.5:1 | 3.0 | 550 | 202.5 | 207.33 |
10 | 2.5:1 | 4.0 | 600 | 165.0 | 168.81 |
11 | 2.5:1 | 3.0 | 550 | 210.0 | 207.33 |
12 | 1.5:1 | 3.0 | 550 | 120.0 | 123.02 |
13 | 2.0:1 | 3.5 | 575 | 127.5 | 126.73 |
14 | 2.0:1 | 2.5 | 525 | 120.0 | 118.39 |
15 | 2.5:1 | 3.0 | 550 | 202.5 | 207.33 |
16 | 3.0:1 | 3.5 | 575 | 202.5 | 200.22 |
17 | 2.0:1 | 3.5 | 575 | 165.0 | 160.83 |
18 | 2.5:1 | 3.0 | 550 | 210.0 | 207.33 |
19 | 2.0:1 | 2.5 | 525 | 150.0 | 148.05 |
20 | 3.0:1 | 2.5 | 525 | 225.0 | 221.54 |
Table 6
ANNOVA for CCD"
来源 source | 自由度 df | 平方和 SS | 均方 MS | F值 F value | P值 P value |
模型model | 9 | 30302.23 | 3366.91 | 181.73 | < 0.0001 |
X1 | 1 | 4338.28 | 4338.28 | 234.16 | < 0.0001 |
X5 | 1 | 1551.59 | 1551.59 | 83.75 | < 0.0001 |
X6 | 1 | 4889.45 | 4889.45 | 263.91 | < 0.0001 |
X1X5 | 1 | 2032.03 | 2032.03 | 109.68 | < 0.0001 |
X1X6 | 1 | 2538.28 | 2538.28 | 137.00 | < 0.0001 |
X5X6 | 1 | 2032.03 | 2032.03 | 109.68 | < 0.0001 |
X12 | 1 | 5319.04 | 5319.04 | 287.09 | < 0.0001 |
X52 | 1 | 763.62 | 763.62 | 41.22 | < 0.0001 |
X62 | 1 | 8660.95 | 8660.95 | 467.47 | < 0.0001 |
残差residual | 10 | 185.27 | 18.53 | ||
失拟项lack of fit | 5 | 110.27 | 22.05 | 1.47 | 0.3413 |
纯误差pure error | 5 | 75.00 | 15.00 | ||
总变异cor total | 19 | 30487.50 |
1 | 迟慧智.木质素基活性炭热解活化工艺及其吸附性能研究[D].杨凌:西北农林科技大学, 2018. |
CHI H Z.Preparation and adsorption of lignin-based activated carbon in pyrolysis processing[D]. Yangling: Northwest A&F University, 2018. | |
2 | 张芝兰, 陆雍森. 木质素混凝剂的性质及其应用研究[J]. 水处理技术, 1997, (1): 40- 46. |
ZHANG Z L , LU Y S . Study of coagulation mechanism of lignin and its application[J]. Technology of Water Treatment, 1997, (1): 40- 46. | |
3 | 贾清超, 毛翠平, 武书彬. 木质素液化产物制备非离子表面活性剂的研究[J]. 造纸科学与技术, 2016, 35 (3): 28- 33, 38. |
JIA Q C , MAO C P , WU S B . Preparation of non-ionic surfactant from phenolic products of alkali lignin liquefication[J]. Paper Science and Technology, 2016, 35 (3): 28- 33, 38. | |
4 | 徐若愚, 张静, 龚方红. 酸木质素改性酚醛树脂胶粘剂的研究[J]. 林业实用技术, 2011, (11): 60- 62. |
XU R Y , ZHANG J , GONG F H . Study of acid lignin modified phenolic resin adhesive[J]. Practical Forestry Technology, 2011, (11): 60- 62. | |
5 |
张桂梅, 廖双泉, 蔺海兰, 等. 木质素的提取方法及综合利用研究进展[J]. 热带农业科学, 2005, 25 (1): 66- 70, 76.
doi: 10.3969/j.issn.1009-2196.2005.01.017 |
ZHANG G M , LIAO S Q , LIN H L , et al. Progress in studying the extraction and comprehensive utilization of lignin[J]. Chinese Journal of Tropical Agriculture, 2005, 25 (1): 66- 70, 76.
doi: 10.3969/j.issn.1009-2196.2005.01.017 |
|
6 | 巨敏, 翁彩珠, 刘军海. 木质素在农业中的应用[J]. 现代农业, 2011, (1): 27- 28. |
JU M , WENG C Z , LIU J H . Application of lignin in agriculture[J]. Modern Agriculture, 2011, (1): 27- 28. | |
7 |
宋曜光, 刘军利, 许伟, 等. 模板法制备木质素基中孔炭材料研究进展[J]. 生物质化学工程, 2018, 52 (1): 64- 72.
doi: 10.3969/j.issn.1673-5854.2018.01.009 |
SONG Y G , LIU J L , XU W , et al. Research progress on synthesis of lignin-derived mesoporous carbon materials via template strategy[J]. Biomass Chemical Engineering, 2018, 52 (1): 60- 68.
doi: 10.3969/j.issn.1673-5854.2018.01.009 |
|
8 | 申朋飞, 朱颖颖, 李信宝, 等. 植物基活性炭的制备及吸附应用研究进展[J]. 化工进展, 2019, 38 (8): 3763- 3773. |
SHEN P F , ZHU Y Y , LI X B , et al. Review on preparation of plant-based activated carbon and its adsorption application[J]. Chemical Industry and Engineering Progress, 2019, 38 (8): 3763- 3773. | |
9 | 于华阳, 孙国钰, 周帆, 等. 黑液木质素制备活性炭及其电化学性能研究[J]. 现代化工, 2018, 38 (3): 114- 118. |
YU H Y , SUN G Y , ZHOU F , et al. Preparation of activated carbon from black liquor lignin and characterization of its electrochemical properties[J]. Modern Chemical Industry, 2018, 38 (3): 114- 118. | |
10 | 袁康帅, 郭大亮, 张子明, 等. 碱木质素基多孔炭材料的制备及其在超级电容器中的应用[J]. 中国造纸, 2019, 38 (6): 47- 53. |
YAUN K S , GUO D L , ZHANG Z M , et al. Preparation of alkaline lignin-based porous carbon material and its application in supercapacitors[J]. China Pulp & Paper, 2019, 38 (6): 47- 53. | |
11 | 李松.膨胀石墨/活性炭用于船舶舱底水处理的研究[D].厦门:集美大学, 2016. |
LI S.Research on expansion graphite/activated carbon for bilge water treatment of ships[D]. Xiamen: Jimei University, 2016. | |
12 |
ARIYADEJWANICH P , TANTHAPANICHAKOON W , NAKAGAWA K , et al. Preparation and characterization of mesoporous activated carbon from waste tires[J]. Carbon, 2003, 41 (1): 157- 164.
doi: 10.1016/S0008-6223(02)00267-1 |
13 |
SAYGǦILI H , GÜZEL F . High surface area mesoporous activated carbon from tomato processing solid waste by zinc chloride activation:Process optimization, characterization and dyes adsorption[J]. Journal of Cleaner Production, 2016, 113, 995- 1004.
doi: 10.1016/j.jclepro.2015.12.055 |
14 | DENG H , YANG L , TAO G H , et al. Preparation and characterization of activated carbon from cotton stalk by microwave assisted chemical activation-Application in methylene blue adsorption from aqueous solution[J]. Journal of Hazardous Materials, 2009, 166 (2): 1514- 1521. |
15 | 左宋林, 刘军利, 杨建校, 等. 磷酸活化法活性炭性质对亚甲基蓝吸附能力的影响[J]. 林产化学与工业, 2010, 30 (4): 1- 6. |
ZUO S L , LIU J L , YANG J X , et al. Effects of the properties of phosphoric acid-activated carbon on adsorption capacity of methylene blue[J]. Chemistry and Industry of Forest Products, 2010, 30 (4): 1- 6. | |
16 | 左宋林, 倪传根, 高尚愚. 磷酸活化工艺条件对活性炭性质的影响[J]. 林产工业, 2005, 32 (4): 29- 31. |
ZUO S L , NI C G , GAO S Y . The effect of activation technology on the properties of activated carbon with phosphoric acid[J]. China Forest Products Industry, 2005, 32 (4): 29- 31. | |
17 | 左宋林. 磷酸活化法活性炭孔隙结构的调控机制[J]. 新型炭材料, 2018, 33 (4): 289- 302. |
ZUO S L . A review of the control of pore texture of phosphoric acid-activated carbons[J]. New Carbon Materials, 2018, 33 (4): 289- 302. | |
18 |
DAYANA PRIYADHARSHINI S , BAKTHAVATSALAM A K . Optimization of phenol degradation by the microalga Chlorella pyrenoidosa using Plackett-Burman design and response surface methodology[J]. Bioresource Technology, 2016, 207, 150- 156.
doi: 10.1016/j.biortech.2016.01.138 |
19 |
REDDY L V A , WEE Y J , YUN J S , et al. Optimization of alkaline protease production by batch culture of Bacillus sp.RKY3 through Plackett-Burman and response surface methodological approaches[J]. Bioresource Technology, 2008, 99 (7): 2242- 2249.
doi: 10.1016/j.biortech.2007.05.006 |
20 |
冶鹏辉, 吴专丽, 周倩, 等. PB试验和BBD响应面优化酶解鱼鳞制备抗菌肽工艺[J]. 云南化工, 2019, 46 (5): 5- 7.
doi: 10.3969/j.issn.1004-275X.2019.05.002 |
YE P H , WU Z L , ZHOU Q , et al. Optimization of enzymatic hydrolysis of fish scales for preparing antimicrobial peptides by Plackett-Burman and Box-Behnken[J]. Yunnan Chemical Industry, 2019, 46 (5): 5- 7.
doi: 10.3969/j.issn.1004-275X.2019.05.002 |
|
21 | 项国梁, 喻泽斌, 陈颖, 等. 响应面法优化甘蔗渣-污泥复合活性炭的制备工艺[J]. 环境工程学报, 2014, 8 (12): 5475- 5482. |
XIAGN G L , YU Z B , CHEN Y , et al. Optimizing the preparation of sugarcane bagasse-sludge compositional activated carbon by response surface methodology[J]. Chinese Journal of Environmental Engineering, 2014, 8 (12): 5475- 5482. | |
22 | ZHOU J Y , YU X J , DING C , et al. Optimization of phenol degradation by Candida tropicalis Z-04 using Plackett-Burman design and response surface methodology[J]. Journal of Environmental Sciences, 2011, 23 (1): 22- 30. |
23 | 程松, 张利波, 夏洪应, 等. 响应曲面法优化CO2活化制备夏威夷坚果壳基活性炭[J]. 环境工程学报, 2015, 9 (9): 4495- 4502. |
CHENG S , ZHANG L B , XIA H Y , et al. Preparation of activated carbon from Hawaii nut shell via CO2 activation using response surface methodology[J]. Journal of Environmental Engineering, 2015, 9 (9): 4495- 4502. | |
24 |
MOLINA-SABIO M , RODRÍGUEZ-REINOSO F , CATURLA F , et al. Porosity in granular carbons activated with phosphoric acid[J]. Carbon, 1995, 33 (8): 1105- 1113.
doi: 10.1016/0008-6223(95)00059-M |
25 | JAGTOYEN M , DERBYSHIRE F . Activated carbons from yellow poplar and white oak by H3PO4 activation[J]. Carbon, 1998, 36 (7): 1085- 1097. |
26 | 闫伟, 张艳, 杨建华, 等. 磷酸活化草浆黑液木质素制备活性炭的研究[J]. 林产化学与工业, 2011, 31 (5): 81- 84. |
YAN W , ZHANG Y , YANG J H , et al. Preparation of activated carbon from straw black liquor lignin impregnated by phosphoric acid[J]. Chemistry and Industry of Forest Products, 2011, 31 (5): 81- 84. |
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