CIESC Journal ›› 2023, Vol. 74 ›› Issue (5): 2123-2135.DOI: 10.11949/0438-1157.20230114
• Energy and environmental engineering • Previous Articles Next Articles
Lei HUANG1,2(), Lingxue KONG1,3(), Jin BAI1, Huaizhu LI1, Zhenxing GUO1, Zongqing BAI1, Ping LI3, Wen LI1
Received:
2023-02-15
Revised:
2023-04-14
Online:
2023-06-29
Published:
2023-05-05
Contact:
Lingxue KONG
黄磊1,2(), 孔令学1,3(), 白进1, 李怀柱1, 郭振兴1, 白宗庆1, 李平3, 李文1
通讯作者:
孔令学
作者简介:
黄磊(1995—),男,博士研究生,18361220739@163.com
基金资助:
CLC Number:
Lei HUANG, Lingxue KONG, Jin BAI, Huaizhu LI, Zhenxing GUO, Zongqing BAI, Ping LI, Wen LI. Effect of oil shale addition on ash fusion behavior of Zhundong high-sodium coal[J]. CIESC Journal, 2023, 74(5): 2123-2135.
黄磊, 孔令学, 白进, 李怀柱, 郭振兴, 白宗庆, 李平, 李文. 油页岩添加对准东高钠煤灰熔融行为影响的研究[J]. 化工学报, 2023, 74(5): 2123-2135.
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Coal | Proximate analysis/ %(mass, air dried) | Ultimate analysis/ % (mass, dry ash free) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
M | A | V | FC | St | C | H | N | O* | ||
HSQ | 2.10 | 13.04 | 27.72 | 57.14 | 1.89 | 79.00 | 4.14 | 0.90 | 14.07 | |
JEK | 1.12 | 6.70 | 29.25 | 62.93 | 0.56 | 73.33 | 4.05 | 0.82 | 21.24 | |
OS | 1.78 | 71.92 | 18.55 | 7.75 | 0.68 | 57.11 | 6.92 | 0.49 | 34.79 |
Table 1 Proximate and ultimate analyses of HSQ, JEK and OS
Coal | Proximate analysis/ %(mass, air dried) | Ultimate analysis/ % (mass, dry ash free) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
M | A | V | FC | St | C | H | N | O* | ||
HSQ | 2.10 | 13.04 | 27.72 | 57.14 | 1.89 | 79.00 | 4.14 | 0.90 | 14.07 | |
JEK | 1.12 | 6.70 | 29.25 | 62.93 | 0.56 | 73.33 | 4.05 | 0.82 | 21.24 | |
OS | 1.78 | 71.92 | 18.55 | 7.75 | 0.68 | 57.11 | 6.92 | 0.49 | 34.79 |
Coal | 含量/%(mass) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
SiO2 | Al2O3 | Fe2O3 | CaO | MgO | TiO2 | SO3 | K2O | Na2O | P2O5 | |
HSQ | 45.59 | 13.89 | 13.15 | 8.18 | 3.62 | 0.68 | 8.48 | 1.02 | 3.35 | 0.56 |
JEK | 18.25 | 9.81 | 24.93 | 11.96 | 6.50 | 0.52 | 19.45 | 0.35 | 6.36 | 0.06 |
OS | 63.32 | 28.12 | 2.25 | 2.05 | 0.31 | 1.22 | 0.40 | 0.22 | 0.40 | 0.09 |
Table 2 Ash chemical compositions of HSQ, JEK and OS
Coal | 含量/%(mass) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
SiO2 | Al2O3 | Fe2O3 | CaO | MgO | TiO2 | SO3 | K2O | Na2O | P2O5 | |
HSQ | 45.59 | 13.89 | 13.15 | 8.18 | 3.62 | 0.68 | 8.48 | 1.02 | 3.35 | 0.56 |
JEK | 18.25 | 9.81 | 24.93 | 11.96 | 6.50 | 0.52 | 19.45 | 0.35 | 6.36 | 0.06 |
OS | 63.32 | 28.12 | 2.25 | 2.05 | 0.31 | 1.22 | 0.40 | 0.22 | 0.40 | 0.09 |
Element | 含量/(μg/g) | ||||
---|---|---|---|---|---|
Water-soluble | NH4Ac-soluble | HCl-soluble | Insoluble | ||
HSQ | Na | 2645.00 | 1250.00 | 810.00 | 725.50 |
Ca | 105.00 | 5027.50 | 1485.00 | 240.00 | |
JEK | Na | 3797.50 | 2425.00 | 2122.50 | 880.00 |
Ca | 52.50 | 6130.00 | 2857.50 | 310.00 |
Table 3 Occurrence forms of Na and Ca in HSQ and JEK coals
Element | 含量/(μg/g) | ||||
---|---|---|---|---|---|
Water-soluble | NH4Ac-soluble | HCl-soluble | Insoluble | ||
HSQ | Na | 2645.00 | 1250.00 | 810.00 | 725.50 |
Ca | 105.00 | 5027.50 | 1485.00 | 240.00 | |
JEK | Na | 3797.50 | 2425.00 | 2122.50 | 880.00 |
Ca | 52.50 | 6130.00 | 2857.50 | 310.00 |
No. | S+A | Fe2O3 | CaO | MgO | Na2O | K2O | SO3 | S/A | DT/℃ | FT/℃ |
---|---|---|---|---|---|---|---|---|---|---|
1 | 23.63 | 22.30 | 33.59 | 2.37 | 0.79 | 0.05 | 12.49 | 1.76 | 1272.00 | 1290.00 |
2 | 66.31 | 10.32 | 11.27 | 2.94 | 1.40 | 0.85 | 2.97 | 2.39 | 1243.00 | 1305.00 |
3 | 44.37 | 19.14 | 12.72 | 5.02 | 4.44 | 0.63 | 11.65 | 2.33 | 1162.00 | 1275.00 |
4 | 61.42 | 9.01 | 13.36 | 5.04 | 1.34 | 1.26 | 6.47 | 2.59 | 1204.00 | 1322.00 |
5 | 76.90 | 5.35 | 2.70 | 0.66 | 0.86 | 1.49 | 0.78 | 1.90 | 1500.00 | 1500.00 |
6 | 72.41 | 4.46 | 18.92 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1335.00 | 1383.00 |
7 | 72.41 | 8.63 | 14.75 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1332.00 | 1369.00 |
8 | 72.41 | 12.79 | 10.58 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1298.00 | 1331.00 |
9 | 72.41 | 16.96 | 6.42 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1317.00 | 1359.00 |
10 | 72.41 | 21.23 | 2.25 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1381.00 | 1425.00 |
11 | 75.16 | 10.28 | 11.03 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1408.00 | 1430.00 |
12 | 75.16 | 18.62 | 2.69 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1510.00 | 1540.00 |
13 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1474.00 | 1493.00 |
14 | 90.19 | 2.34 | 3.23 | 0.23 | 0.20 | 0.42 | 0.43 | 1.20 | 1510.00 | 1540.00 |
15 | 75.16 | 18.62 | 2.69 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1483.00 | 1515.00 |
16 | 75.16 | 14.45 | 6.86 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1463.00 | 1487.00 |
17 | 75.16 | 10.28 | 11.03 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1408.00 | 1430.00 |
18 | 75.16 | 6.12 | 15.19 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1405.00 | 1427.00 |
19 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1438.00 | 1456.00 |
20 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1474.00 | 1493.00 |
21 | 23.63 | 22.30 | 33.59 | 2.37 | 0.79 | 0.05 | 12.49 | 1.76 | 1272.00 | 1290.00 |
Table 4 Chemical compositions of coal ash samples
No. | S+A | Fe2O3 | CaO | MgO | Na2O | K2O | SO3 | S/A | DT/℃ | FT/℃ |
---|---|---|---|---|---|---|---|---|---|---|
1 | 23.63 | 22.30 | 33.59 | 2.37 | 0.79 | 0.05 | 12.49 | 1.76 | 1272.00 | 1290.00 |
2 | 66.31 | 10.32 | 11.27 | 2.94 | 1.40 | 0.85 | 2.97 | 2.39 | 1243.00 | 1305.00 |
3 | 44.37 | 19.14 | 12.72 | 5.02 | 4.44 | 0.63 | 11.65 | 2.33 | 1162.00 | 1275.00 |
4 | 61.42 | 9.01 | 13.36 | 5.04 | 1.34 | 1.26 | 6.47 | 2.59 | 1204.00 | 1322.00 |
5 | 76.90 | 5.35 | 2.70 | 0.66 | 0.86 | 1.49 | 0.78 | 1.90 | 1500.00 | 1500.00 |
6 | 72.41 | 4.46 | 18.92 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1335.00 | 1383.00 |
7 | 72.41 | 8.63 | 14.75 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1332.00 | 1369.00 |
8 | 72.41 | 12.79 | 10.58 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1298.00 | 1331.00 |
9 | 72.41 | 16.96 | 6.42 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1317.00 | 1359.00 |
10 | 72.41 | 21.23 | 2.25 | 0.55 | 0.72 | 1.24 | 0.65 | 1.90 | 1381.00 | 1425.00 |
11 | 75.16 | 10.28 | 11.03 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1408.00 | 1430.00 |
12 | 75.16 | 18.62 | 2.69 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1510.00 | 1540.00 |
13 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1474.00 | 1493.00 |
14 | 90.19 | 2.34 | 3.23 | 0.23 | 0.20 | 0.42 | 0.43 | 1.20 | 1510.00 | 1540.00 |
15 | 75.16 | 18.62 | 2.69 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1483.00 | 1515.00 |
16 | 75.16 | 14.45 | 6.86 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1463.00 | 1487.00 |
17 | 75.16 | 10.28 | 11.03 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1408.00 | 1430.00 |
18 | 75.16 | 6.12 | 15.19 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1405.00 | 1427.00 |
19 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1438.00 | 1456.00 |
20 | 75.16 | 1.95 | 19.36 | 0.27 | 0.17 | 0.35 | 0.36 | 1.20 | 1474.00 | 1493.00 |
21 | 23.63 | 22.30 | 33.59 | 2.37 | 0.79 | 0.05 | 12.49 | 1.76 | 1272.00 | 1290.00 |
1 | Li J, Zhuang X G, Querol X, et al. Environmental geochemistry of the feed coals and their combustion by-products from two coal-fired power plants in Xinjiang Province, Northwest China[J]. Fuel, 2012, 95: 446-456. |
2 | Li G Y, Wang C A, Yan Y, et al. Release and transformation of sodium during combustion of Zhundong coals[J]. Journal of the Energy Institute, 2016, 89(1): 48-56. |
3 | 段晓丽, 张彦迪, 朱晨钊, 等. 五彩湾煤在O2/CO2燃烧条件下的积灰特性[J]. 洁净煤技术, 2019, 25(2): 53-61. |
Duan X L, Zhang Y D, Zhu C Z, et al. Ash deposition characteristics of Wucaiwan coal under the combustion condition of O2/CO2 [J]. Clean Coal Technology, 2019, 25(2): 53-61. | |
4 | Liu X, Yu G S, Xu J L, et al. Viscosity fluctuation behaviors of coal ash slags with high content of calcium and low content of silicon[J]. Fuel Processing Technology, 2017, 158: 115-122. |
5 | 郑忆南, 陆海峰, 郭晓镭, 等. 气流床煤气化细灰流动特性研究[J]. 高校化学工程学报, 2018, 32(1): 108-116. |
Zheng Y N, Lu H F, Guo X L, et al. Study on flow properties of fine ash from entrained-flow coal gasification[J]. Journal of Chemical Engineering of Chinese Universities, 2018, 32(1): 108-116. | |
6 | Laxminarayan Y, Jensen P, Wu H, et al. Biomass fly ash deposition in an entrained flow reactor[J]. Proceedings of the Combustion Institute, 2019, 37(3): 2689-2696. |
7 | Yang X, Ingham D, Ma L, et al. Prediction of particle sticking efficiency for fly ash deposition at high temperatures[J]. Proceedings of the Combustion Institute, 2019, 37(3): 2995-3003. |
8 | 兰泽全, 曹欣玉, 刘建忠, 等. 灰污热流探针模拟锅炉受热面灰沉积的研究[J]. 燃料化学学报, 2008, 36(1): 30-35. |
Lan Z Q, Cao X Y, Liu J Z, et al. Simulation of ash depositing in heat transfer surface with heat flux probe[J]. Journal of Fuel Chemistry and Technology, 2008, 36(1): 30-35. | |
9 | Huang L, Zhang X X, Kong L X, et al. Formation of fine particles (PM10) from Zhundong high-sodium coal at entrained flow gasification condition in a flat-flame burner reactor[J]. Fuel Processing Technology, 2022, 231: 107225. |
10 | Ruan R H, Tan H Z, Wang X B, et al. Characteristic of particulate matter from combustion of Zhundong lignite: a comparison between air and oxy-fuel atmospheres[J]. Energy & Fuels, 2019, 33: 12260-12269. |
11 | Kleinhans U, Wieland C, Frandsen F J, et al. Ash formation and deposition in coal and biomass fired combustion systems: progress and challenges in the field of ash particle sticking and rebound behavior[J]. Progress in Energy and Combustion Science, 2018, 68: 65-168. |
12 | 盛新, 纪明俊, 韩启元, 等. Shell煤气化飞灰粘附特性影响因素探讨[J]. 安徽理工大学学报(自然科学版), 2009, 29(2): 42-46. |
Sheng X, Ji M J, Han Q Y, et al. Study on the factors influencing fly ash deposition in shell coal gasification process[J]. Journal of Anhui University of Science and Technology (Natural Science), 2009, 29(2): 42-46. | |
13 | Shi W J, Laabs M, Reinmöller M, et al. In-situ analysis of the effect of CaO/Fe2O3 addition on ash melting and sintering behavior for slagging-type applications[J]. Fuel, 2021, 285: 119090. |
14 | 杨鑫, 黄戒介, 房倚天, 等. 无烟煤流化床气化飞灰的结渣特性[J]. 燃料化学学报, 2013, 41(1): 1-8. |
Yang X, Huang J J, Fang Y T, et al. Slagging characteristics of fly ash from anthracite gasification in fluidized bed[J]. Journal of Fuel Chemistry and Technology, 2013, 41(1): 1-8. | |
15 | Yang Y P, Lin X C, Chen X J, et al. The formation of deposits and their evolutionary characteristics during pressurized gasification of Zhundong coal char[J]. Fuel, 2018, 224: 469-480. |
16 | 曾宪鹏. 准东煤燃烧过程中灰的生成、沉积及控制机理研究[D]. 武汉: 华中科技大学, 2019. |
Zeng X P. Study on formation, deposition and control mechanism of ash in Zhundong coal combustion process[D]. Wuhan: Huazhong University of Science and Technology, 2019. | |
17 | 周上坤, 王萌, 谭厚章, 等. 蛭石对高钠高钙准东煤结渣特性影响研究[J]. 燃料化学学报, 2019, 47(4): 419-427. |
Zhou S K, Wang M, Tan H Z, et al. Effect of vermiculite on the slagging characteristics of high sodium and high calcium Zhundong coal[J]. Journal of Fuel Chemistry and Technology, 2019, 47(4): 419-427. | |
18 | Xu L L, Liu J, Kang Y, et al. Safely burning high alkali coal with Kaolin additive in a pulverized fuel boiler[J]. Energy & Fuels, 2014, 28(9): 5640-5648. |
19 | 曾宪鹏, 于敦喜, 徐静颖, 等. 添加高岭土对准东煤燃烧PM1生成影响的研究[J]. 工程热物理学报, 2015, 36(11): 2522-2526. |
Zeng X P, Yu D X, Xu J Y, et al. Study on the effect of kaolin addition on the PM1 formation during a Zhundong coal combustion[J]. Journal of Engineering Thermophysics, 2015, 36(11): 2522-2526. | |
20 | Niu Y Q, Gong Y H, Zhang X, et al. Effects of leaching and additives on the ash fusion characteristics of high-Na/Ca Zhundong coal[J]. Journal of the Energy Institute, 2019, 92(4): 1115-1122. |
21 | Binner E, Jiao F C, Chen L G, et al. Effect of coal drying on the behavior of inorganic species during Victorian brown coal pyrolysis and combustion[J]. Energy & Fuels, 2011, 25: 2764-2771. |
22 | Zhou S K, Wang M, Tan H Z, et al. Evaluation of aluminum ash in alleviating the ash deposition of high-sodium and high-iron coal[J]. Fuel, 2020, 273: 117701. |
23 | 魏博, 谭厚章, 王学斌, 等. 煤燃烧过程中复杂气氛下的灰熔融特性[J]. 燃烧科学与技术, 2017, 23(4): 320-324. |
Wei B, Tan H Z, Wang X B, et al. Ash fusion characteristics under complex atmosphere in coal combustion process[J]. Journal of Combustion Science and Technology, 2017, 23(4): 320-324. | |
24 | Li D F, Deng Q K, Lee D, et al. Prediction of attrition rate of coal ash for fluidized bed based on chemical composition with an artificial neural network model[J]. Fuel Processing Technology, 2022, 225: 107024. |
25 | 邱钱粮, 白向飞. 基于遗传算法优化的BP神经网络气化用煤灰流动温度预测模型[J]. 煤炭转化, 2023, 46(2): 109-118. |
Qiu Q L, Bai X F. Prediction model of fusion temperature of coal ash for gasification based on GA-BP neural network[J]. Coal Conversion, 2023, 46(2): 109-118. | |
26 | Yan T G, Kong L X, Bai J, et al. Thermomechanical analysis of coal ash fusion behavior[J]. Chemical Engineering Science, 2016, 147(22): 74-82. |
27 | Shi W J, Bai J, Kong L X, et al. Effect of CaO/Fe2O3 ratio on fusibility of coal ashes with high silica and alumina levels and prediction[J]. Fuel, 2020, 260:116369. |
28 | Mclennan A R, Bryant G W, Bailey C W, et al. An experimental comparison of the ash formed from coals containing pyrite and siderite mineral in oxidizing and reducing conditions[J]. Energy & Fuels, 2000, 14(2): 308-315. |
29 | Fan H L, Li F H. Ash fusion temperature regulation mechanism of Xiangyang coal by coal blending[J]. Journal of Thermal Analysis and Calorimetry, 2020, 139(3): 2055-2066. |
30 | Qi X B, Song G L, Song W J, et al. Effect of bed materials on slagging and fouling during Zhundong coal gasification[J]. Energy Exploration & Exploitation, 2017, 35(5): 558-578. |
31 | Yuan Z S, Wang J, Kong L X, et al. Comparison study of fusibility between coal ash and synthetic ash[J]. Fuel Processing Technology, 2021, 211:106593. |
32 | Zhao B T, Zhang Z X, Wu X J. Prediction of coal ash fusion temperature by least-squares support vector machine model[J]. Energy & Fuels, 2010, 24: 3066-3071. |
33 | Tripathi H S, Mukherjee B, Das S K, et al. Effect of sillimanite beach sand composition on mullitization and properties of Al2O3-SiO2 system[J]. Bulletin of Materials Science, 2003, 26(2): 217-220. |
34 | 李珍, 许东明, 阳雅丽, 等. 硅线石及其尾矿利用研究[J]. 中国陶瓷, 2016, 52(5): 1-5. |
Li Z, Xu D M, Yang Y L, et al. Research on sillimanite and applications of its tailings[J]. China Ceramics, 2016, 52(5): 1-5. | |
35 | 曹希. 高温下水蒸气对煤灰流动性的影响规律及机理研究[D]. 北京:中国科学院大学,2020. |
Cao X. Study on the influence law and mechanism of steam on the fluidity of coal ash at high temperature[D]. Beijing: University of Chinese Academy of Sciences, 2020. | |
36 | 石文举, 白进, 孔令学, 等. 不同气氛下Ca-Fe二元助剂改变高硅铝煤灰熔融温度的规律和机制[J]. 化工学报, 2022, 73(10): 4638-4647. |
Shi W J, Bai J, Kong L X, et al. Law and mechanism of Ca-Fe binary additives changing the melting temperature of high silicon aluminum coal ash in different atmospheres [J]. CIESC Journal, 2022, 73(10): 4638-4647. |
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