化工学报 ›› 2022, Vol. 73 ›› Issue (7): 3145-3155.DOI: 10.11949/0438-1157.20220024
收稿日期:
2022-01-06
修回日期:
2022-03-23
出版日期:
2022-07-05
发布日期:
2022-08-01
通讯作者:
崔国民
作者简介:
杨岭(1997—),男,硕士研究生,基金资助:
Ling YANG(),Guomin CUI(),Zhiqiang ZHOU,Yuan XIAO
Received:
2022-01-06
Revised:
2022-03-23
Online:
2022-07-05
Published:
2022-08-01
Contact:
Guomin CUI
摘要:
质量交换网络是化工过程系统的重要组成部分,其优化设计对降低污染排放具有重要意义。采用启发式算法优化质量交换网络时,存在难以兼顾全局搜索和局部搜索的问题。通过分析不同精度优化参数下的优化结果,揭示了该问题的成因,并提出一种精细搜索策略用于基础算法所得结构的深度优化。该策略包含两种方法,方法1采用具有个体回代与分化的高精度强制进化随机游走算法,可保留个体结构变异能力;方法2采用确定性方法依次对多维目标函数中的每个变量进行一维搜索,具有精度高收敛快的优点。将该策略应用于焦炉气脱硫和空气除氨算例,得到的结果分别为407308 USD·a-1和127807 USD·a-1,经济性优于现有文献中的结果,验证了本策略的有效性。
中图分类号:
杨岭, 崔国民, 周志强, 肖媛. 精细搜索策略应用于质量交换网络综合[J]. 化工学报, 2022, 73(7): 3145-3155.
Ling YANG, Guomin CUI, Zhiqiang ZHOU, Yuan XIAO. Fine search strategy applied to mass exchange network synthesis[J]. CIESC Journal, 2022, 73(7): 3145-3155.
流股 | 最大流量/(kg·s-1) | 入口浓度/(kg H2S·kg-1) | 目标浓度/(kg H2S·kg-1) | m | b | C0 |
---|---|---|---|---|---|---|
R1 | 0.9000 | 0.07000 | 0.00030 | |||
R2 | 0.1000 | 0.05100 | 0.00010 | |||
S1 | 2.3000 | 0.00060 | 0.03100 | 1.45 | 0 | 117360 |
S2 | ∞ | 0.00020 | 0.00350 | 0.26 | 0 | 176040 |
表1 算例1的流股数据
Table 1 Stream data of case 1
流股 | 最大流量/(kg·s-1) | 入口浓度/(kg H2S·kg-1) | 目标浓度/(kg H2S·kg-1) | m | b | C0 |
---|---|---|---|---|---|---|
R1 | 0.9000 | 0.07000 | 0.00030 | |||
R2 | 0.1000 | 0.05100 | 0.00010 | |||
S1 | 2.3000 | 0.00060 | 0.03100 | 1.45 | 0 | 117360 |
S2 | ∞ | 0.00020 | 0.00350 | 0.26 | 0 | 176040 |
文献 | 单元数 | 总塔板数 | TAC/(USD·a-1) |
---|---|---|---|
[ | 4 | — | 530471 |
[ | 5 | — | 469968 |
[ | 5 | — | 431613 |
[ | 4 | 25 | 429700 |
[ | 4 | 21 | 422293 |
[ | 4 | 24 | 420545 |
[ | 4 | 20 | 412500 |
[ | 4 | 22 | 411166 |
[ | 6 | 19 | 410971 |
[ | 6 | 19 | 410565 |
本文 | 4 | 21 | 407308 |
表2 算例1的结果对比
Table 2 Result comparison of case 1
文献 | 单元数 | 总塔板数 | TAC/(USD·a-1) |
---|---|---|---|
[ | 4 | — | 530471 |
[ | 5 | — | 469968 |
[ | 5 | — | 431613 |
[ | 4 | 25 | 429700 |
[ | 4 | 21 | 422293 |
[ | 4 | 24 | 420545 |
[ | 4 | 20 | 412500 |
[ | 4 | 22 | 411166 |
[ | 6 | 19 | 410971 |
[ | 6 | 19 | 410565 |
本文 | 4 | 21 | 407308 |
流股 | 最大流量/(kg·s-1) | 入口浓度/(kg NH3·kg-1) | 目标浓度/(kg NH3·kg-1) | m | b | C0 |
---|---|---|---|---|---|---|
R1 | 2.0000 | 0.00500 | 0.00100 | |||
R2 | 4.0000 | 0.00500 | 0.00250 | |||
R3 | 3.5000 | 0.01100 | 0.00250 | |||
R4 | 1.5000 | 0.01000 | 0.00500 | |||
R5 | 0.5000 | 0.00800 | 0.00250 | |||
S1 | 1.8000 | 0.00170 | 0.00710 | 1.2 | 0 | 0 |
S2 | 1.0000 | 0.00250 | 0.00850 | 1 | 0 | 0 |
S3 | ∞ | 0.00000 | 0.01700 | 0.5 | 0 | 0.001 |
表3 算例2的流股数据
Table 3 Stream data of case 2
流股 | 最大流量/(kg·s-1) | 入口浓度/(kg NH3·kg-1) | 目标浓度/(kg NH3·kg-1) | m | b | C0 |
---|---|---|---|---|---|---|
R1 | 2.0000 | 0.00500 | 0.00100 | |||
R2 | 4.0000 | 0.00500 | 0.00250 | |||
R3 | 3.5000 | 0.01100 | 0.00250 | |||
R4 | 1.5000 | 0.01000 | 0.00500 | |||
R5 | 0.5000 | 0.00800 | 0.00250 | |||
S1 | 1.8000 | 0.00170 | 0.00710 | 1.2 | 0 | 0 |
S2 | 1.0000 | 0.00250 | 0.00850 | 1 | 0 | 0 |
S3 | ∞ | 0.00000 | 0.01700 | 0.5 | 0 | 0.001 |
文献 | 单元数 | 操作费用/(USD·a-1) | 投资费用/(USD·a-1) | TAC/(USD·a-1) |
---|---|---|---|---|
[ | 8 | 85203 | 48797 | 134000 |
[ | 7 | 82410 | 50913 | 133323 |
[ | 9 | 81301 | 48599 | 129900 |
[ | 8 | 73350 | 47367 | 120717 |
本文 | 9 | 77508 | 50299 | 127807 |
表4 算例2的结果对比
Table 4 Result comparison of case 2
文献 | 单元数 | 操作费用/(USD·a-1) | 投资费用/(USD·a-1) | TAC/(USD·a-1) |
---|---|---|---|---|
[ | 8 | 85203 | 48797 | 134000 |
[ | 7 | 82410 | 50913 | 133323 |
[ | 9 | 81301 | 48599 | 129900 |
[ | 8 | 73350 | 47367 | 120717 |
本文 | 9 | 77508 | 50299 | 127807 |
1 | 张贤, 郭偲悦, 孔慧, 等. 碳中和愿景的科技需求与技术路径[J]. 中国环境管理, 2021, 13(1): 65-70. |
Zhang X, Guo S Y, Kong H, et al. Technology demands and approach of carbon neutrality vision[J]. Chinese Journal of Environmental Management, 2021, 13(1): 65-70. | |
2 | 薛东峰, 陈理, 袁一, 等. 质量交换网络综合[J]. 现代化工, 2001, 21(6): 16-19, 21. |
Xue D F, Chen L, Yuan Y, et al. Synthesis of mass exchange network[J]. Modern Chemical Industry, 2001, 21(6): 16-19, 21. | |
3 | El-Halwagi M M, Manousiouthakis V. Synthesis of mass exchange networks[J]. AIChE Journal, 1989, 35(8): 1233-1244. |
4 | Farrag N M, Kamel D A, Ghallab A O, et al. Graphical design and analysis of mass exchange networks using composition driving forces[J]. South African Journal of Chemical Engineering, 2021, 36: 94-104. |
5 | Velázquez-Guevara M Á, Uribe-Ramírez A R, Gómez-Castro F I, et al. Optimal synthesis of mass exchange networks through a state-task representation superstructure[M]//Computer Aided Chemical Engineering. Amsterdam: Elsevier, 2018: 331-336. |
6 | Short M, Isafiade A J. Thirty years of mass exchanger network synthesis—a systematic review[J]. Journal of Cleaner Production, 2021, 304: 127112. |
7 | Hallale N, Fraser D M. Capital and total cost targets for mass exchange networks(Ⅰ): Simple capital cost models[J]. Computers & Chemical Engineering, 2000, 23(11/12): 1661-1679. |
8 | Hallale N, Fraser D M. Capital and total cost targets for mass exchange networks(Ⅱ): Detailed capital cost models[J]. Computers & Chemical Engineering, 2000, 23(11/12): 1681-1699. |
9 | Gadalla M A. A new graphical-based approach for mass integration and exchange network design[J]. Chemical Engineering Science, 2015, 127: 239-252. |
10 | Yanwarizal, Oladosu W A, Wan Alwi S R, et al. A new graphical approach for simultaneous targeting and design of mass exchange networks[J]. Computers & Chemical Engineering, 2020, 142: 107061. |
11 | El-Halwagi M M, Manousiouthakis V. Automatic synthesis of mass-exchange networks with single-component targets[J]. Chemical Engineering Science, 1990, 45(9): 2813-2831. |
12 | Isafiade A J, Fraser D M. Interval based MINLP superstructure synthesis of mass exchange networks[J]. Chemical Engineering Research and Design, 2008, 86(8): 909-924. |
13 | 李绍军, 阳永荣. 利用改进的遗传算法进行质量交换网络的最优综合[J]. 化工学报, 2002, 53(1): 60-65. |
Li S J, Yang Y R. Mass exchanger networks synthesis using genetic-alopex algorithms[J]. Journal of Chemical Industry and Engineering (China), 2002, 53(1): 60-65. | |
14 | 谢会, 史彬, 鄢烈祥, 等. 列队竞争算法综合质量交换网络[J]. 计算机与应用化学, 2010, 27(12): 1617-1620. |
Xie H, Shi B, Yan L X, et al. Mass exchange networks synthesis using line-up competition algorithm[J]. Computers and Applied Chemistry, 2010, 27(12): 1617-1620. | |
15 | 都健, 高志辉, 陈理, 等. 采用浓度差同步优化的质量交换网络设计[J]. 化工学报, 2007, 58(7): 1768-1775. |
Du J, Gao Z H, Chen L, et al. Mass exchange network design using simultaneous optimization of composition differences[J]. Journal of Chemical Industry and Engineering (China), 2007, 58(7): 1768-1775. | |
16 | 侯创, 罗明生, 徐文星. 取整函数优化基于超结构模型的质量交换网络[J]. 化学反应工程与工艺, 2020, 36(2): 108-116. |
Hou C, Luo M S, Xu W X. An integral function to optimize the mass exchange network based on superstructure model[J]. Chemical Reaction Engineering and Technology, 2020, 36(2): 108-116. | |
17 | Liu L L, Du J, Yang F L. Combined mass and heat exchange network synthesis based on stage-wise superstructure model[J]. Chinese Journal of Chemical Engineering, 2015, 23(9): 1502-1508. |
18 | Xu Y, Kayange H A, Cui G M. A nodes-based non-structural model considering a series structure for heat exchanger network synthesis[J]. Processes, 2020, 8(6): 695. |
19 | Xiao Y, Cui G M. A novel random walk algorithm with compulsive evolution for heat exchanger network synthesis[J]. Applied Thermal Engineering, 2017, 115: 1118-1127. |
20 | 韩正恒, 崔国民, 赵倩倩, 等. RWCE算法中采用单元重构策略激励换热网络结构优化[J]. 化工学报, 2021, 72(6): 3316-3327. |
Han Z H, Cui G M, Zhao Q Q, et al. Impelling structural optimization of heat exchanger network by unitreconfiguration strategy in RWCE algorithm[J]. CIESC Journal, 2021, 72(6): 3316-3327. | |
21 | 周志强, 崔国民, 杨岭, 等. 一种基于并行计算的混合算法优化有分流换热网络[J]. 化工学报, 2022, 73(2): 801-813. |
Zhou Z Q, Cui G M, Yang L, et al. A hybrid algorithm based on parallel computing for heat exchanger network optimization with stream splits[J]. CIESC Journal, 2022, 73(2): 801-813. | |
22 | 韦根原, 冯新强. 热工过程参数的改进逐维黄金分割法辨识[J]. 热力发电, 2015, 44(10): 68-71. |
Wei G Y, Feng X Q. Identification of thermal process parameters by improved dimension-by-dimension golden section method[J]. Thermal Power Generation, 2015, 44(10): 68-71. | |
23 | Fraser D M, Shenoy U V. A new method for sizing mass exchange units without the singularity of the Kremser equation[J]. Computers & Chemical Engineering, 2004, 28(11): 2331-2335. |
24 | Isafiade A J. Interval based MINLP superstructure synthesis of heat and mass exchange networks[D]. Cape Town: University of Cape Town, 2008. |
25 | Azeez O S, Isafiade A J, Fraser D M. Supply-based superstructure synthesis of heat and mass exchange networks[J]. Computers & Chemical Engineering, 2013, 56: 184-201. |
26 | Chen C L, Hung P S. Simultaneous synthesis of mass exchange networks for waste minimization[J]. Computers & Chemical Engineering, 2005, 29(7): 1561-1576. |
27 | 王江峰, 沈静珠, 李有润, 等. 多目标模糊评价遗传算法综合质量交换网络[J]. 高校化学工程学报, 2002, 16(5): 549-554. |
Wang J F, Shen J Z, Li Y R, et al. Mass exchange networks synthesis using multi-objective genetic algorithm based on the fuzzy reasoning[J]. Journal of Chemical Engineering of Chinese Universities, 2002, 16(5): 549-554. | |
28 | 高志辉. 费用最小的质量交换网络综合研究[D]. 大连: 大连理工大学, 2007. |
Gao Z H. Study on synthesis of mass exchange network targeting minimum cost[D]. Dalian: Dalian University of Technology, 2007. | |
29 | Hallale N. Capital cost targets for the optimum synthesis of mass exchange networks[D]. Cape Town: University of Cape Town, 1998. |
30 | Szitkai Z, Farkas T, Lelkes Z, et al. Fairly linear mixed integer nonlinear programming model for the synthesis of mass exchange networks[J]. Industrial & Engineering Chemistry Research, 2006, 45(1): 236-244. |
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