About The Journal
  Aims and Scope
  Editorial Board
  Submit a Manuscript 
  Subscription Information
  Guidelines for Publication
  Ethics
Articles & Issues
  Search
  Issue
  Online First
  KJChE on
For Authors
  Instructions to Authors
  Ethical Responsibilities of
  Authors in KJChE
  Ethics in Publishing
  Peer Review Process
  Author's Checklist
  Copyright Transfer Form
Contact us
 
 
 
Issue
Korean Journal of Chemical Engineering,
Vol.16, No.4, 407-426, 1999
Mathematical Programming Approaches to the Synthesis of Chemical Process Systems
Grossmann IE, Caballero JA, Yeomans H
This paper presents a review of advances that have taken place in the mathematical programming approach to process design and synthesis. A review is first presented on the algorithms that are available for solving MINLP problems, and its most recent variant, Generalized Disjunctive Programming models. The formulation of superstructures, models and solution strategies is also discussed for the effective solution of the corresponding optimization problems. The rest of the paper is devoted to reviewing recent mathematical programming models for the synthesis of reactor networks, distillation sequences, heat exchanger networks, mass exchanger networks, utility plants, and total flowsheets. As will be seen from this review, the progress that has been achieved in this area over the decade is very significant.
Keywords: Process Synthesis; Superstructures; Process Flowsheets; Mathematical Programming; MINLP
[References]
  1. Balas E, Ceria S, Cornuejols GA, Mathematical Programming, 58, 295, 1993
  2. Bazaraa MS, Sherali HD, Shetty CM, "Nonlinear Programming," John Wiley, 1994
  3. Brooke A, Kendrick D, Meeraus A, "GAMS-A User's Guide," Scientific Press, Palo Alto, 1992
  4. Chvatal, "Linear Programming," Freeman, 1983
  5. Fletcher R, "Practical Methods of Optimization," Wiley, 1987
  6. Floudas CA, Adjiman CS, Androulakis IP, Maranas CD, Suppl. Comp. Chem. Eng., 20, S419, 1996
  7. Fourer R, Gay DM, Kernighan BW, "AMPL: A Modeling Language for Mathematical Programming," Duxbury Press, Belomont, CA, 1992
  8. Gill PE, Murray W, Wright MH, "Practical Optimization," Academic Press, London, 1981
  9. Goldberg DE, "Genetic Algorithms in Search, Optimisation and Machine Learning," Addison-Wesley, Reading Mass., 1989
  10. Grossmann IE, Biegler LT, Chemtech, 25(12), 27, 1995
  11. Grossmann IE, "Global Optimization in Engineering Design," Kluwer, Dordrecht, 1996
  12. Han SP, Math Progr., 11, 263, 1976
  13. Horst R, Pardalos PM, "Handbook of Global Optimization," Kluwer, 1995
  14. Horst R, Tuy H, "Global Optimization," Springer-Verlag, 1993
  15. Kirkpatrick S, Gelatt CD, Vechi MP, Science, 220, 671, 1983
  16. Kondili E, Pantelides CC, Sargent RWH, Comput. Chem. Eng., 17(2), 211, 1993
  17. Lustig J, Marsten R, Shanno D, ORSA J. Comput., Winter, 6(1), 1, 1994
  18. Marsten R, Saltzman M, Lustig J, Shanno D, Interfaces, 20(4), 116, 1990
  19. More J, Wright M, "Optimization Software Guide," SIAM, 1993
  20. Minoux M, "Mathematical Programming: Theory and Algorithms," John Wiley, 1986
  21. Murtagh BA, Saunders MA, Mathematical Programming, 14, 41, 1978
  22. Murtagh BA, Saunders MA, "A Projected Lagrangian Algorithm and its Implementation for Sparse Nonlinear Constraints," Mathematical Programming Study, 16, 84, 1982
  23. Nemhauser GL, Kan AHGR, Todd MJ, "Optimization," Handbook in Operations Research and Management Science, North Holland, Amsterdam, 1, 1989
  24. Nemhauser GL, Wolsey LA, "Integer and Combinatorial Optimization," Wiley-Interscience, New York, 1988
  25. Powell MJD, "A Fast Algorithm for Nonlinearly Constrained Optimization Calculations," In Numerical Analysis, Dundee, 1977
  26. Watson GA, "Lecture Notes in Mathematics 630," Springer-Verlag, Berlin, 1978
  27. Pinto J, Grossmann IE, Annals Operations Res., 81, 433, 1998
  28. Quesada IE, Grossmann IE, J. Global Optimization, 6, 39, 1995
  29. Reklaitis GV, "Progress and Issues in Computer-Aided Batch Process Design," FOCAPD Proceedings, Elsevier, NY, 241, 1990
  30. Ryoo HS, Sahinidis NV, Comput. Chem. Eng., 19(5), 551, 1995
  31. Saigal, "Linear Programming: A Modern Integrated Analysis," Kluwer Academic Publishers, 1995
  32. Schittkowski K, "The Nonlinear Programming Method of Wilson, Han and Powell with an Augmented Lagrangian Type Line Search Function. Part 1: Convergence Analysis," Numerische Mathematic, 38, 83; "Part 2: An Efficient Implementation with Linear Least Squares Subproblems," op. cit. 115, 1981
  33. Shah N, "Single and Multisite Planning and Scheduling: Current Status and Future Challenges," FOCAPO Proceedings, 1998
  34. Smith E, Pantelides C, "Global Optimisation of General Process Models," in Grossmann, I.E. (ed.), "Global Optimization in Engineering Design," Kluwer, Dordrecht, 355, 1996
  35. Vasantharajan S, Viswanathan J, Biegler LT, Comput. Chem. Eng., 14, 907, 1990
  36. Visweswaran C, Floudas CA, Comput. Chem. Eng., 14(2), 1419, 1990
  37. Williams HP, "Mathematical Building in Mathematical Programming," John Wiley, Chichester, 1985
  38. Zamora JM, Grossmann IE, J. Global Optimization, accepted for publication, 1998
  39. Zamora JM, Grossmann IE, Comput. Chem. Eng., accepted for publication, 1998
  40. Balas E, SIAM J. Alg. Disc. Meth., 6, 466, 1985
  41. Beaumont N, Eur. J. Operations Res., 48, 362, 1991
  42. Borchers B, Mitchell JE, Comput. Operations Res., 21, 359, 1994
  43. Ding-Mei, Sargent RWH, "A Combined SQP and Branch and Bound Algorithm for MINLP Optimization," Internal Report, Centre for Process Systems Engineering, London, 1992
  44. Duran MA, Grossmann IE, Math Programming, 36, 307, 1986
  45. Fletcher R, Leyffer S, Math Programming, 66, 327, 1994
  46. Friedler FK, Varga JB, Feher E, Fan LT, "Combinatorially Accelerated Branch and Bound Method for Solving the MILP Model of Process Network Synthesis," in Nonconvex Optimization and its Applications (Eds. Floudas, C.A. and Pardalos, P.M.), Kluwer Academic Publishers, Nowell, MA, 609, 1996
  47. Geoffrion AM, J. Optimization Theory Appl., 10(4), 237, 1972
  48. Grossmann IE, Kravanja Z, "Mixed-Integer Nonlinear Programming: A Survey of Algorithms and Applications," The IMA Volumes in Mathematics and its Applications, Vol. 93, Large-Scale Optimization with Applications. Part II: Optimal Design and Control (eds., Biegler, Coleman, Conn, Santosa), Springer-Verla, 273, 1997
  49. Gupta OK, Ravindran V, Management Sci., 31(12), 1533, 1985
  50. Kelley JE, J. SIAM, 8, 703, 1960
  51. Kocis GR, Grossmann IE, Ind. Eng. Chem. Res., 26, 1869, 1987
  52. Lee S, Grossmann IE, "Nonlinear Convex Hull Reformulations and Algorithms for Generalized Disjunctive Programming," Submitted for Publication, 1999
  53. Leyffer S, "Deterministic Methods for Mixed-Integer Nonlinear Programming," Ph.D. Thesis, Department of Mathematics and Computer Science, University of Dundee, Dundee, 1993
  54. Nabar S, Schrage L, "Modeling and Solving Nonlinear Integer Programming Problems," Presented at Annual AIChE Meeting, Chicago, 1991
  55. Paules GE, Floudas CA, Operations Res., 37, 902, 1989
  56. Quesada I, Grossmann IE, Comput. Chem. Eng., 16, 937, 1992
  57. Raman R, Grossmann IE, Comput. Chem. Eng., 15, 73, 1991
  58. Raman R, Grossmann IE, Comput. Chem. Eng., 17, 909, 1993
  59. Raman R, Grossmann IE, Comput. Chem. Eng., 18(7), 563, 1994
  60. Stubbs RA, Mehrotra S, "A Branch and Cut Method for 0-1 Mixed Convex Programming," Presented at INFORMS Meeting, Washington, 1996
  61. Turkay M, Grossmann IE, Comput. Chem. Eng., 20(8), 959, 1996
  62. Vecchietti A, Grossmann IE, Comput. Chem. Eng., 21(S), 427, 1997
  63. Viswanathan J, Grossmann IE, Comput. Chem. Eng., 14, 769, 1990
  64. Westerlund T, Pettersson F, Comput. Chem. Eng., 19(S), 131, 1995
  65. Yuan X, Zhang S, Piboleau L, Domenech S, Operations Res., 22, 331, 1988
  66. Achenie LEK, Biegler LT, Ind. Eng. Chem. Fundam., 25, 621, 1986
  67. Achenie LEK, Biegler LT, Ind. Eng. Chem. Res., 27, 1811, 1988
  68. Balakrishna S, Biegler LT, Ind. Eng. Chem. Res., 31(9), 300, 1992
  69. Balakrishna S, Biegler LT, Ind. Eng. Chem. Res., 32(7), 1372, 1993
  70. Balakrishna S, Biegler LT, Ind. Eng. Chem. Res., 31(9), 2152, 1992
  71. Bikic D, Glavic P, Comput. Chem. Eng., 20(S), 455, 1996
  72. Bikic D, Glavic P, Comput. Chem. Eng., 19(S), 161, 1995
  73. Chitra SP, Govind R, AIChE J., 31(2), 177, 1985
  74. Chitra SP, Govind R, Chem. Eng. Sci., 36, 1219, 1981
  75. Feinberg M, Hildebrandt D, "Optimal Reactor Design from a Geometric Viewpoint," Presented at the Annual AIChE Meeting Paper 142c Miami Beach Florida, 1992
  76. Feinberg M, Hildebrandt D, Chem. Eng. Sci., 52(10), 1637, 1997
  77. Glasser D, Crowe C, Hildebrandt D, Ind. Eng. Chem. Res., 26(9), 1803, 1987
  78. Hildebrandt D, Glasser D, Crowe C, Ind. Eng. Chem. Res., 29(1), 49, 1990
  79. Hopley F, Glasser D, Hildebrandt D, Chem. Eng. Sci., 51(10), 2399, 1996
  80. Horn F, "Attainable Regions in Chemical Reaction Technique Presented at the Third European Symposium on Chemical Reaction Engineering," Pergamon, London, 1964
  81. Kokossis AC, Floudas CA, Chem. Eng. Sci., 49(7), 1037, 1994
  82. Kokossis AC, Fluodas CA, Chem. Eng. Sci., 45(3), 595, 1990
  83. Kokossis AC, Floudas CA, AIChE J., 40(5), 849, 1994
  84. Kokossis AC, Fluodas CA, "Synthesis of Non-isothermal Reactor Networks," Presented at the Annual AIChE Meeting, San Francisco CA, 1991
  85. Kokossis AC, Fluodas CA, "Synthesis of Reactor-Separator-Recycle Systems," Presented at the Annual AIChE Meeting, San Francisco CA, 1989
  86. Lakshmanan A, Biegler LT, Ind. Eng. Chem. Res., 35(4), 1344, 1996
  87. Lakshmanan A, Biegler LT, Ind. Eng. Chem. Res., 35(12), 4523, 1996
  88. Marcoulaki E, Kokossis A, Comput. Chem. Eng., 20(S), 231, 1996
  89. Omtveit T, Lien K, "Reactor System Design Revisited," Paper No. 153b, AIChE Meeting St Louis, MO, 1993
  90. Smith EM, Pantelides CC, Comput. Chem. Eng., 19(S), 83, 1995
  91. Aggarwal A, Floudas CA, Comput. Chem. Eng., 14(6), 631, 1990
  92. Agrawal R, Ind. Eng. Chem. Res., 35(4), 1059, 1996
  93. Andrecovic MJ, Westerberg AW, AIChE J., 31(9), 1461, 1985
  94. Bagajewicz MJ, Manousiouthakis V, AIChE J., 38, 1769, 1992
  95. Barbosa D, Doherty MF, Chem. Eng. Sci., 43(3), 529, 1988
  96. Barbosa D, Doherty MF, Chem. Eng. Sci., 43(3), 541, 1988
  97. Bauer MH, Stichlmair J, Comput. Chem. Eng., 22(9), 1271, 1998
  98. Bauer MH, Stichlmair J, Comput. Chem. Eng., 20(S), 25, 1996
  99. Bessling B, Schembecker G, Simmrock KH, Ind. Eng. Chem. Res., 36(8), 3032, 1997
  100. Caballero JA, Grossmann IE, Ind. Eng. Chem. Res., 38(6), 2330, 1999
  101. Ciric AR, Gu DY, AIChE J., 40(9), 1479, 1994
  102. Douglas JM, "Conceptual Design of Chemical Process," McGraw-Hill, 1988
  103. Dunnebier G, Pantelides CC, Ind. Eng. Chem. Res., 38(1), 162, 1999
  104. Floquet P, Piboubleau L, Domenech S, Chem. Eng. Process., 23, 1, 1988
  105. Floquet P, Pibouleau L, Domenech S, Comput. Chem. Eng., 18(11-12), 1141, 1994
  106. Floudas CA, Anastasiades SH, Chem. Eng. Sci., 43(9), 2407, 1988
  107. Floudas CA, Paules GE, Comput. Chem. Eng., 12(6), 531, 1988
  108. Floudas CA, AIChE J., 33(4), 540, 1987
  109. Fonyo Z, Int. Chem. Eng., 14(2), 203, 1974
  110. Fraga ES, Matias TR, Comput. Chem. Eng., 20(S), 79, 1996
  111. Fraga ES, Mckinnon KI, Comput. Chem. Eng., 19(6-7), 759, 1995
  112. Fien GJ, Liu YA, Ind. Eng. Chem. Res., 33(11), 2505, 1994
  113. Hauan S, Lien KM, Chem. Eng. Res. Des., 76(3), 396, 1998
  114. Hendry JE, Hughes RR, Chem. Eng. Prog., 68, 69, 1972
  115. Johns WD, Romero D, Comput. Chem. Eng., 3, 251, 1979
  116. Koehler J, Poellmann P, Blass E, Ind. Eng. Chem. Res., 34(4), 1003, 1995
  117. Kakhu AI, Flower JR, Chem. Eng. Res. Des., 66(3), 241, 1988
  118. Laroche L, Bekiaris N, Andersen HW, Morari M, Ind. Eng. Chem. Res., 31, 2190, 1992
  119. Lucia A, Kumar A, Comput. Chem. Eng., 12(12), 1263, 1988
  120. Novak Z, Kravanja Z, Grossmann IE, Comput. Chem. Eng., 20(12), 1425, 1996
  121. Okasinski MJ, Doherty MF, Ind. Eng. Chem. Res., 37(7), 2821, 1998
  122. Papalexandri KP, Pistikopoulos EN, AIChE J., 42(4), 1010, 1996
  123. Paules GE, Floudas CA, Comput. Chem. Eng., 16(3), 189, 1992
  124. Peltyuk FB, Platonov VM, Slavinskii DM, Int. Chem. Eng., 5(3), 555, 1965
  125. Raman R, Grossmann IE, Comput. Chem. Eng., 18(7), 563, 1994
  126. Rooks RE, Julka V, Doherty MF, Malone MF, AIChE J., 44(6), 1382, 1998
  127. Sargent RWH, Comput. Chem. Eng., 22(1-2), 31, 1998
  128. Sargent RWH, Gaminibandara K, "Introduction: Approaches to Chemical Process Synthesis," In Optimization in Action (Dixon, L.C.W. ed.), Academic Press, London, 1976
  129. Seader JD, Westerberg AW, AIChE J., 23, 951, 1977
  130. Siirola JJ, Rudd DF, Ind. Eng. Chem. Fundam., 10, 353, 1971
  131. Smith EM, "On the Optimal Design of Continuos Processes," Ph.D. Dissertation Under Supervision of C. Pantelides. Imperial College of Science, Technology and Medicine, London U.K., 1996
  132. Stephanopoulos G, Westerberg AW, Chem. Eng. Sci., 31, 195, 1976
  133. Turkay M, Grossmann IE, Comput. Chem. Eng., 20(8), 959, 1996
  134. Ung S, Doherty MF, Ind. Eng. Chem. Res., 34(10), 3195, 1995
  135. Ung S, Doherty MF, Ind. Eng. Chem. Res., 34(8), 2555, 1995
  136. Venimadhavan G, Buzad G, Doherty MF, Malone MF, AIChE J., 40(11), 1814, 1994
  137. Viswanathan J, Grossmann IE, Comput. Chem. Eng., 17(9), 949, 1993
  138. Viswanathan J, Grossmann IE, Ind. Eng. Chem. Res., 32, 2942, 1993
  139. Westerberg AW, Wahnschafft O, "Synthesis of Distillation Based Separation Systems. In Advances in Chemical Engineering," Academic Press, 23, 63, 1996
  140. Westerberg AW, Comput. Chem. Eng., 9, 421, 1985
  141. Yeomans H, Grossmann IE, Comput. Chem. Eng., 23(6), 709, 1999
  142. Yeomans H, Grossmann IE, Comput. Chem. Eng., to appear, 1999
  143. Athier G, Floquet P, Pibouleau L, Domenech S, AIChE J., 43(11), 3007, 1997
  144. Cerda J, Westerberg AW, Chem. Eng. Sci., 38, 1723, 1983
  145. Ciric AR, Floudas CA, Heat Recov. Syst. CHP, 10, 407, 1990
  146. Ciric AR, Floudas CA, Comput. Chem. Eng., 15, 385, 1991
  147. Colberg RD, Morari M, Comput. Chem. Eng., 14, 1, 1990
  148. Daichendt MM, Grossmann IE, Chem. Eng. Res. Des., 72(3), 357, 1994
  149. Duran MA, Grossmann IE, AIChE J., 32, 592, 1986
  150. Floudas CA, Ciric AR, Grossmann IE, AIChE J., 32, 276, 1986
  151. Galli MR, Cerda J, Ind. Eng. Chem. Res., 37(6), 2479, 1998
  152. Gundersen T, Duvold S, Hashemiahmady A, Comput. Chem. Eng., 20(S), 97, 1996
  153. Gundersen T, Grossmann IE, Comput. Chem. Eng., 14, 925, 1990
  154. Gundersen T, Naess L, Comput. Chem. Eng., 12, 503, 1988
  155. Lang YD, Biegler LT, Grossmann IE, Comput. Chem. Eng., 12, 311, 1988
  156. Linnhoff B, Trans. Icheme., 71(A), 503, 1993
  157. Linnhoff B, Mason DR, Wardol I, Comput. Chem. Eng., 3, 295, 1979
  158. Linnhoff B, Hindmarsh E, Chem. Eng. Sci., 38, 745, 1983
  159. Nielsen JS, Hansen MW, Joergensen S, Comput. Chem. Eng., 20(S), 249, 1996
  160. Papalexandri KP, Pistikopoulos EN, Comput. Chem. Eng., 18(11-12), 1125, 1994
  161. Papalexandri KP, Pistikopoulos EN, Ind. Eng. Chem. Res., 33(7), 1718, 1994
  162. Papalexandri KP, Pistikopoulos EN, Ind. Eng. Chem. Res., 33(7), 1738, 1994
  163. Papoulias SA, Grossmann IE, Comput. Chem. Eng., 7, 707, 1983
  164. Quesada I, Grossmann IE, Ind. Eng. Chem. Res., 32, 487, 1993
  165. Yee TF, Grossmann IE, Comput. Chem. Eng., 14, 1165, 1990
  166. Yee T, Grossmann IE, Ind. Eng. Chem. Res., 30, 146, 1991
  167. Yee TF, Grossmann IE, Kravanja Z, Comput. Chem. Eng., 14, 1185, 1990
  168. Zamora JM, Grossmann IE, Comput. Chem. Eng., 21(S), 65, 1997
  169. Zamora JM, Grossmann IE, Comput. Chem. Eng., 22(3), 367, 1998
  170. Zhu XX, Oneill BK, Roach JR, Wood RM, Comput. Chem. Eng., 19(2), 197, 1995
  171. Zhu XX, Comput. Chem. Eng., 21(10), 1095, 1997
  172. Alva-Argaez A, Kokossis AC, Smith R, Comput. Chem. Eng., 22(S), 741, 1998
  173. Bagajewicz MJ, Manousiouthakis V, AIChE J., 38(11), 1769, 1992
  174. Chang C, Hwang J, "A Multiobjective Programming Approach to Waste Minimization in the Utility Systems of Chemical Processes,"
  175. Dantus MM, High KA, Ind. Eng. Chem. Res., 35(12), 4566, 1996
  176. Dunn RF, Zhu M, Srinivas BK, El-Halwagi MM, AIChE Symp. Ser., 90(303), 74, 1995
  177. Dye SR, Berry DA, Ng KM, AIChE Symp. Ser., 91(304), 238, 1995
  178. El-Halwagi MM, Manousiouthakis V, Chem. Eng. Sci., 45(9), 2813, 1990
  179. El-Halwagi MM, Manousiouthakis V, "Design and Analysis of Mass Exchange Networks with Multicomponent Targets," Paper 137f. AIChE Meeting San Francisco, 1989
  180. El-Halwagi MM, Manousiouthakis V, AIChE J., 36(8), 1209, 1990
  181. El-Halwagi MM, Manousiouthakis V, AIChE J., 35(8), 1233, 1989
  182. Elhalwagi MM, Srinivas BK, Dunn RF, Chem. Eng. Sci., 50(1), 81, 1995
  183. Elhalwagi MM, Hamad AA, Garrison GW, AIChE J., 42(11), 3087, 1996
  184. El-Halwagi MM, "Pollution Prevention Through Process Integration," Academic Press, San Diego CA, 1997
  185. El-Halwagi MM, Srinivas BK, Chem. Eng. Sci., 47(8), 2113, 1992
  186. El-Halwagi MM, AIChE J., 38(8), 1185, 1992
  187. El-Halwagi MM, El-Halwagi AM, Manousiouthakis V, Trans. Inst. Chem. Eng., 70(Part B), 131, 1992
  188. Galan B, Grossmann IE, Ind. Eng. Chem. Res., 37(10), 4036, 1998
  189. Garrison GW, Cooley BL, El-Halwagi MM, Dev. Chem. Eng. Min. Proc., 3(1), 31, 1995
  190. Gupta A, Manousiouthakis V, Ind. Eng. Chem. Res., 32(7), 1937, 1993
  191. Gupta A, Manousiouthakis V, AIChE J., 42(5), 1326, 1996
  192. Gupta A, Manousiouthakis V, Comput. Chem. Eng., 18(S), 585, 1994
  193. Huang YL, Edgar TF, "Knowledge Based Design Approach for the Simultaneous Minimization of Waste Generation and Energy Consumption in a Petroleum Refinery. Waste Minimization Through Process Design," Rossiter, A.P. ed., McGraw-Hill, New York, 181, 1995
  194. Huang YL, Fan LT, "Intelligent Process Design and Control In-Plant Waste Minimization. Waste Minimization Through Process Design," Rossiter, A.P. ed., McGraw-Hill, New York, 165, 1995
  195. Kuo WCJ, Smith R, Chem. Eng. Sci., 52(23), 4273, 1997
  196. Lakshmanan A, Biegler LT, AIChE Symp. Ser., 90(303), 128, 1995
  197. Lee S, Park S, Comput. Chem. Eng., 20(S), 201, 1996
  198. Papalexandri KP, Pistikopoulos EN, Comput. Chem. Eng., 18(11-12), 1125, 1994
  199. Papalexandri KP, Pistikopoulos EN, Comput. Chem. Eng., 19(S), 71, 1995
  200. Papalexandri KP, Pistikopoulos EN, AIChE J., 42(4), 1010, 1996
  201. Papalexandri KP, Pistikopoulos EN, Floudas CA, Trans. Inst. Chem. Eng., 72(Part A), 279, 1994
  202. Richburg A, El-Halwagi MM, AIChE Symp. Ser., 91(304), 256, 1995
  203. Srinivas BK, El-Halwagi MM, Comput. Chem. Eng., 17(10), 957, 1993
  204. Srinivas BK, Elhalwagi MM, Chem. Eng. Sci., 49(13), 2059, 1994
  205. Srinivas BK, Elhalwagi MM, AIChE J., 40(3), 463, 1994
  206. Wang YP, Smith R, Chem. Eng. Sci., 49(18), 3127, 1994
  207. Wang YP, Smith R, Trans. Inst. Chem. Eng., 73(Part A), 889, 1995
  208. Wang YP, Smith R, Chem. Eng. Sci., 49(7), 981, 1994
  209. Wilson S, Manousiouthakis V, Chem. Eng. Sci., 53(22), 3887, 1998
  210. Zhu M, El-Halwagi MM, Chem. Eng. Commun., 138, 193, 1995
  211. Zhu M, El-Halwagi MM, "Synthesis of Flexible Separation Networks for Waste Management," AIChE Meeting, San Francisco, 1994
  212. Bruno JC, Fernandez F, Castells F, Grossmann IE, Trans. IChemE, 76A, 246, 1998
  213. Chang CT, Hwang JR, Chem. Eng. Sci., 51(16), 3951, 1996
  214. Colmenares TR, Seider WD, Ind. Eng. Chem. Res., 28, 84, 1989
  215. Diaz MS, Bandoni JA, Comput. Chem. Eng., 20(5), 531, 1996
  216. Hui CW, Natori Y, Comput. Chem. Eng., 20(S), 1577, 1996
  217. Iyer RR, Grossman IE, Comput. Chem. Eng., 21(8), 787, 1997
  218. Kaliventzeff B, Eng. Opt., 18, 183, 1991
  219. Maia LO, Qassim RY, Comput. Chem. Eng., 21(9), 947, 1997
  220. Maia LO, Decarvalho LA, Qassim RY, Comput. Chem. Eng., 19(4), 481, 1995
  221. Marechal F, Kaliventzeff B, Appl. Thermal Eng., 17(8-10), 981, 1997
  222. Marechal F, Kaliventzeff B, "Heat a Power Integration a MILP Approach for Optimal Integration of Utility Systems," Proc. 22nd Symp. European Working Party of Use of Computers in Chemical Engineering," COPE'91, Barcelona, 1991
  223. Marechal F, Kalitventzeff B, Chem. Eng. Sci., 52(17), 2977, 1997
  224. Marechal F, Kalitventzeff B, Comput. Chem. Eng., 22(S), 149, 1998
  225. Marechal F, Kalitventzeff B, Comput. Chem. Eng., 20(S), 225, 1996
  226. Mavromatis SP, Kokossis AC, Chem. Eng. Sci., 53(8), 1585, 1998
  227. Mavromatis SP, Kokossis AC, Chem. Eng. Sci., 53(8), 1609, 1998
  228. Papoulias SA, Grossmann IE, Comput. Chem. Eng., 7, 695, 1983
  229. Petroulas T, Reklaitis GV, AIChE J., 30, 69, 1984
  230. Wilkendorf F, Espuna A, Puigjaner L, Trans. IChemE, 76A, 239, 1998
  231. Diaz MS, Bandoni JA, Comput. Chem. Eng., 20(5), 531, 1996
  232. Diaz MS, Serrani A, Bandoni JA, Brignole EA, Ind. Eng. Chem. Res., 36(7), 2715, 1997
  233. Bieczczad J, Koulouris A, Geurts K, Stephanopoulos G, "Model. LA. A Phenomena-Based Modeling Language for Process Systems Engineering," Presented in 1998 AIChE Annual Meeting, Miami, FL, 1998
  234. Daichendt MM, Grossmann IE, Comput. Chem. Eng., 18(8), 663, 1994
  235. Daichendt MM, Grossmann IE, Comput. Chem. Eng., 22(1-2), 147, 1998
  236. Diwekar UM, Grossmann IE, Rubin ES, Ind. Eng. Chem. Res., 31, 313, 1992
  237. Diwekar UM, Frey CM, Rubin ES, Ind. Eng. Chem. Res., 31, 1927, 1992
  238. Douglas JM, AIChE J., 31, 353, 1985
  239. Douglas JM, "Conceptual Design of Chemical Process," McGraw-Hill, 1988
  240. Douglas JM, "Synthesis of Multistep Reaction Processes," In Foundations of Computer-Aided Design, Cache-Elsevier, Amsterdam, 1990
  241. Duran MA, Grossmann IE, AIChE J., 32, 123, 1986
  242. Duran MA, Grossmann IE, AIChE J., 32, 592, 1986
  243. Fonyo Z, Mizsey P, "A Global Approach to the Synthesis and Preliminary Design of Integrated Total Flowsheets," AIChE Annual Meeting, Chicago, 1990
  244. Fraga ES, Trans. Inst. Chem. Eng., 74A, 249, 1996
  245. Friedler F, Tarjan K, Huang YW, Fan LT, Comput. Chem. Eng., 17, 929, 1993
  246. Kovacs Z, Friedler F, Fan LT, Comput. Chem. Eng., 19(S), 107, 1995
  247. Friedler F, Verga JB, Fan LT, Chem. Eng. Sci., 50, 1218, 1995
  248. Gani R, Hytoft G, Jaksland C, Jensen AK, Comput. Chem. Eng., 21(10), 1135, 1997
  249. Grossmann IE, Comput. Chem. Eng., 9, 463, 1985
  250. Grossmann IE, "MINLP Optimization Strategies and Algorithms for Process Synthesis," In Foundations of Computer Aided Design, Cache-Elsevier, Amsterdam, 1990
  251. Grossmann IE, Res. Eng. Des., 1, 205, 1990
  252. Grossmann IE, Adv. Chem. Eng., 23, 171, 1996
  253. Grossmann IE, Daichendt MM, Comput. Chem. Eng., 20(6-7), 665, 1996
  254. Grossmann IE, Yeomans H, Kravanja Z, Comput. Chem. Eng., 22(S), 157, 1998
  255. Harsh MG, Saderne P, Biegler LT, Comput. Chem. Eng., 13, 947, 1989
  256. Johns WD, Romero D, Comput. Chem. Eng., 3, 251, 1979
  257. Kirkwood RL, Locke MH, Douglas JM, Comput. Chem. Eng., 12, 329, 1988
  258. Kocis GR, Grossmann IE, Ind. Eng. Chem. Res., 26, 1869, 1987
  259. Kocis GR, Grossmann IE, Comput. Chem. Eng., 13, 797, 1989
  260. Kravanja Z, Grossmann IE, Comput. Chem. Eng., 14, 1363, 1990
  261. Kravanja Z, Grossmann IE, Comput. Chem. Eng., 17, S87, 1993
  262. Kravanja Z, Grossmann IE, Comput. Chem. Eng., 18(11-12), 1097, 1994
  263. Kravanja Z, Grossmann IE, Ind. Eng. Chem. Res., 35(6), 2065, 1996
  264. Kravanja Z, Grossmann IE, Comput. Chem. Eng., 21(S), 421, 1997
  265. Papalexandri KP, Pistikopoulos EN, Comput. Chem. Eng., 19(S), 71, 1995
  266. Papalexandri KP, Pistikopoulos EN, AIChE J., 42(4), 1010, 1996
  267. Reneaume JM, Joulia X, Koehret B, Comput. Chem. Eng., 19(S), 33, 1995
  268. Rippin DWT, "Introduction: Approaches to Chemical Process Synthesis," in Foundations of Computer-Aided Design, Siirola, J.J., Grossmann, I.E. and Stephanopoulos, G. (eds.) Cache-Elsevier, Amsterdam, 1990
  269. Schembecker G, Simmrock KH, Wolff A, "Synthesis of Chemical Process Flowsheets by Means of Cooperating Knowledge Integrating Systems," Institution of Chemical Engineers Symposium Series, 133, 1994
  270. Siirola JJ, Rudd DF, Ind. Eng. Chem. Fundam., 10, 353, 1971
  271. Smith EM, "On the Optimal Design of Continuos Processes," Ph.D. Dissertation, Imperial College of Science, Technology and Medicine, London U.K., 1996
  272. Smith EM, Pantelides CC, Comput. Chem. Eng., 19(S), 83, 1995
  273. Stephanopoulos G, Westerberg AW, Chem. Eng. Sci., 31, 195, 1976
  274. Turkay M, Grossmann IE, Comput. Chem. Eng., 20(8), 959, 1996
  275. Turkay M, Grossmann IE, Ind. Eng. Chem. Res., 35(8), 2611, 1996
  276. Turkay M, Grossmann IE, Comput. Chem. Eng., 22(4-5), 673, 1998
  277. Yeomans H, Grossmann IE, "A Systematic Modeling Framework of Superstructure optimization in Process Synthesis," accepted for publication, 1998
[Cited By]
  1. Park S, Lee S, Moon I, Korean Journal of Chemical Engineering, 18(6), 788, 2001
  2. Segovia-Hernandez JG, Bonilla-Petriciolet A, Salcedo-Estrada LI, Korean Journal of Chemical Engineering, 23(5), 689, 2006
  3. Verma OP, Manik G, Mohammed TH, Korean Journal of Chemical Engineering, 34(10), 2570, 2017
참고문헌정보(참고문헌, 인용문헌)는 화학공학소재연구정보센터에 의해 제공되고 있습니다.