Combinatorial materials sciences: Experimental strategies for accelerated knowledge discovery

Annual Review of Materials Research

Volumn 38, Issue , 2008, Pages 299-322

  Rajan, Krishna ^a  

^a Iowa State University of Science and Technology   (United States)

Author keywords

Compositional libraries; Data mining; Databases; High throughput screening; Informatics; Materials modeling; Processing libraries

Indexed keywords

CHEMICAL-; COMBINATORIAL MATERIALS; COMBINATORIAL MATERIALS SCIENCE; COMPOSITIONAL LIBRARIES; DATA MINING; DATABASES; EXPERIMENTAL PLATFORM; HIGH THROUGHPUT SCREENINGS; HIGH THROUGHPUTS; HIGH-THROUGHPUT EXPERIMENTATION; HIGH-THROUGHPUT SCREENING; INFORMATICS; KNOWLEDGE DISCOVERY; MATERIALS MODELING; MATERIALS SCIENCE AND ENGINEERING; MULTI-SCALE MODELING; NEW MATERIALS; PHARMACEUTICAL SCIENCES; PROCESS VARIABLES; PROCESSING LIBRARIES; SOLID STATES; STRUCTURE AND PROPERTIES; SYNTHETIC ORGANIC CHEMISTRY;

CHEMICAL PROPERTIES; CHEMISTRY; GROWTH (MATERIALS); KNOWLEDGE BASED SYSTEMS; MATERIALS; MATERIALS SCIENCE; TECHNOLOGY; THROUGHPUT;

MATERIALS PROPERTIES;

EID: 50249144189     PISSN: 15317331     EISSN: None     Source Type: Book Series    
DOI: 10.1146/annurev.matsci.38.060407.130217     Document Type: Article

References (86)

1. Liu DR, Schultz PG. 1999. Generating new molecular function: a lesson from nature. Angew. Chem. Int. Ed. 38:36-54
2. Seyler M, Stoewe K, Maier WF. 2007. New hydrogen-producing photocatalysts: a combinatorial search. Appl. Catal. B 76:146-57
3. Saalfrank JW, Maier WF. 2004. Doping, selection and composition spreads, a combinatorial strategy for the discovery of new mixed oxide catalysts for low-temperature CO oxidation. Comptes Rendus Chim. 7:483-94
4. Lin N, Drzal PL, Lin-Gibson S. 2007. Two-dimensional gradient platforms for rapid assessment of dental polymers: a chemical, mechanical and biological evaluation. Dent. Mater. 23:1211-20
5. Martin TP, Chan K, Gleason KK. 2008. Combinatorial initiated chemical vapor deposition (iCVD) for polymer thin film discovery. Thin Solid Films 516:681-83
6. Lu G, Cooper JS, McGinn PJ. 2006. SECM characterization of Pt-Ru-WC and Pt-Ru-Co ternary thin film combinatorial libraries as anode electrocatalysts for PEMFC. J. Power Sources 16:106-14
7. Lu Y. 2006. A combinatorial approach for automotive friction materials: effects of ingredients on friction performance. Compos. Sci. Technol. 66:591-98
8. Bhat RR, Genzer J. 2006. Combinatorial study of nanoparticle dispersion in surface-grafted macromolecular gradients. Appl. Surf Sci. 252:2549-54
9. Guerrero-Sanchez C, Paulus RM, Fijten MWM, de la Mar MJ, Hoogenboom R, Schubert US. 2006. High-throughput experimentation in synthetic polymer chemistry: from RAFT and anionic polymerizations to process development. Appl. Surf Sci. 252:2555-61
10. Chen W, Liu Q, Liu Q, Zhu L, Wang L. 2007. A combinatorial study of the corrosion and mechanical properties of Zn-Al material library fabricated by ion beam sputtering. J. Alloys Compds. In press
11. Chambers BD, Taylor SR. 2007. The high throughput assessment of aluminum alloy corrosion using fluorometric methods. Part II. A combinatorial study of corrosion inhibitors and synergistic combinations. Corros. Sci. 49:1597-609
12. He T, Kreisler E, Xiong L, Ding E. 2007. Combinatorial screening and nano-synthesis of platinum binary alloys for oxygen electroreduction. J. Power Sources 165:87-91
13. Ludwig A, Cao J, Savan A, Ehmann M. 2007. High-throughput characterization of hydrogen storage materials using thin films on micromachined Si substrates. J. Alloys Campds. 446-447:516-21
14. Guo K-T, Scharnweber D, Schwenzer B, Ziemer G, Wendel HP. 2007. The effect of electrochemical functionalization of Ti-alloy surfaces by aptamer-based capture molecules on cell adhesion. Biomaterials 28:468-74
15. Yoo YK, Xue Q, Chu YS, Xu S, Hangen U, et al. 2006. Identification of amorphous phases in the Fe-Ni-Co ternary alloy system using continuous phase diagram material chips. Intermetallics 14:241-47
16. Miller DC, Herrmann CF, Maier HJ, George SM, Stoldt CR, Gall K. 2007. Thermo-mechanical evolution of multilayer thin films. Part II. Microstructure evolution in Au/Cr/Si microcantilevers. Thin Solid Films 515:3224-40
17. Cooper JS, McGinn PJ. 2006. Combinatorial screening of thin film electrocatalysts for a direct methanol fuel cell anode. J. Power Sources 163:330-38
18. Behrens B, Tomforde J, May E, Kiebach R, Bensch, Häußler D, Jäger W. 2006. A study of the reactivity of elemental Cr/Se/Te thin multilayers using X-ray reflectometry, in situ X-ray diffraction and X-ray absorption spectroscopy. J. Solid State Chem. 179:3330-37
19. Garoli D, Monaco G, Frassetto F, Pelizzo MG, Nicolosi P, et al. 2006. Thin film and multilayer coating development for the extreme UV spectral region. Radiat. Phys. Chem. 75:1966-71
20. Laurila T, Vuorinen V, Kivilahti JK. 2004. Analyses of interfacial reactions at different levels of interconnection. Mater. Sci. Semicond. Process. 7:307-17
21. Sambandam SN, Bhansali S, Bhethanaboda VR, Sood DK. 2006. Studies on sputtering process of multicomponent Zr-Ti-Cu-Ni-Be alloy thin films. Vacuum 80:406-14
22. Adomaitis RA. 2007. Intentionally patterned and spatially nonuniform film profiles in chemical vapor deposition processes. Surf. Coat. Technol. 201:9025-29
23. Xiang XD. 1999. Combinatorial materials synthesis and screening: an integrated materials chip approach to discovery and optimization of functional materials. Annu. Rev: Mater. Sci. 29:149-71
24. Xiang X-D, Takeuchi I, eds. 2003. Combinatorial Materials Synthesis. New York: Marcel Dekker
25. Cawse JN, ed. 2003. Experimental Design fir Combinatorial and High Throughput Development. Hoboken, NJ: Wiley Intersci.
26. J. Meas. Sci. Technol. Spec. issue: Combinatorial and high throughput materials research. 2005. Vol. 16(1)
27. Zhao J-C. 2006. Combinatorial approaches as effective tools in the study of phase diagrams and composition-structure-property relationships. Prog. Mater. Sci. 51:557-631
28. Potyralio RA, Maier WF, eds. 2007. Combinatorial and High-Throughput Discovery and Optimization of Catalysts and Materials. Boca Raton, FL: CRC Press
29. Narasimhan B, Mallapragada SK, Porter MD, eds. 2007. Combinatorial Materials Science. Hoboken, NJ: Wiley Intersci.
30. Wijesundara MBJ, Fuoco E, Hanley L. 2001. Preparation of chemical gradient surfaces by hyperthermal polyatomic ion deposition: a new method for combinatorial materials science. Langmuir 17:5721-26
31. Christen HM, Silliman SD, Harshavardhan KS. 2002. Epitaxial superlattices grown by a PLD-based continuous compositional-spread technique. Appl. Surf Sci. 189:216-21
32. Ashley KM, Raghavan D, Douglas JF, Karim A. 2005. Wetting-dewetting transition line in thin polymer films. Langmuir 21:9518-23
33. Hata S, Sakurai J, Yamauchi R, Shimokohbe A. 2007. Search for novel amorphous alloys with high crystallization temperature by combinatorial arc plasma deposition. Appl. Surf. Sci. 254:738-42
34. Sakurai J, Hata S, Yamauchi R, Shimokohbe A. 2007. Combinatorial arc plasma deposition search for Ru-based thin film metallic glass. Appl. Surf. Sci. 254:720-24
35. de Gans B-J, Wijnans S, Woutes D, Schubert US. 2005. Sector spin coating for fast preparation of polymer libraries. J. Comb. Chem. 7:952-57
36. Larsson A, Liedberg B. 2007. Polyethylene glycol) gradient for biochip development. Langmuir 23:11319-25
37. Nag S, Banerjee R, Fraser HL. 2007. A novel combinatorial approach for understanding microstructural evolution and its relationship to mechanical properties in metallic biomaterials. Acta Biomater. 3:369-76
38. 4 system. J. Cryst. Growth 294:447-51
39. Cohen-Adad MTH, Gharbi M, Goutaudier C, Cohen-Adad R. 1999. Melting zone technique as a tool for a combinatorial approach in material science. I. Application to Al-Co alloys. J. Alloys Campds. 289:185-96
40. Shovsky A, Schönherr. 2005. New combinatorial approach for the investigation of kinetics and temperature dependence of surface reactions in thin organic films. Langmuir 21:4393-99
41. Gallant FM, Brück HA, Prickett SE, Cesarec M. 2006. Graded polymer composites using twin-screw extrusion: a combinatorial approach to developing new energetic materials. Composites A 37:957-69
42. Evans JRG, Edirisinghe MJ, Coveney PV, Eames J. 2001. Combinatorial searches of inorganic materials using the ink-jet printer: science, philosophy and technology. J. Eur. Ceram. Soc. 21:2291-99
43. Foley J, Schmid H, Stutz R, Delamarche E. 2005. Microcontact printing of proteins inside microstructures. Langmuir 21:11296-303
44. Park S-M, Ravindran P, La Y-H, Craig GSW, Ferrier NJ, Nealey PF, 2007. Combinatorial generation and replication-directed assembly of complex and varied geometries with thin films of diblock copolymers. Langmuir 23:9037-45
45. Choi S-H, Zhang Newby B-M. 2003. Micrometer-scaled gradient surfaces generated using contact printing of octadecyltrichlorosilane. Langmuir 19:7427-35
46. Epps TH III, DeLongchamp DM, Fasolka MJ, Fischer DA, Jablonski EL. 2007. Substrate surface energy dependent morphology and dewetting in an ABC triblock copolymer film. Langmuir 23:3355-62
47. Cremer R, Neuschütz DA. 2001. Combinatorial approach to the optimization of metastable multicomponenthard coatings. Surf. Coat. Technol. 146-147:229-36
48. Cassell AM, Verma S, Delzeit L, Meyyappan M, Jie H. 2001. Combinatorial optimization of heterogeneous catalysts used in the growth of carbon nanotubes. Langmuir 17:260-64
49. Cassell AM, Ng HT, Delzeit L, Ye Q, Li J, et al. 2003. High throughput methodology for carbon nanomaterials discovery and optimization. Appl. Catal. A 254:85-96
50. Senkan S, Kahn M, Duan S, Ly A, Leidholm C. 2006. High-throughput metal nanoparticle catalysis by pulsed laser ablation. Catal. Today 117:291-96
51. Tu KN. 1985. Interdiffusion in thin films. Annu. Rev. Mater. Sci. 15:147-76
52. Rajan K, Wallach ER. 1980. A transmission electron microscopy study of intermetallic formation in aluminium-copper thin-film couples. J. Cryst. Growth 49:297-302
53. Ene C-B, Guido S, Al-Kassab T, Kirchheim R. 2007. Solid state reaction in sandwich-type Al/Cu thin films. Ultramicroscopy 107:802-07
54. 3. Thermochim. Acta 348:53-59
55. Jeon NL, Derringer SKW, Chiu DT, Choi IS, Stroock AD, Whitesides GM. 2000. Generation of solution and surface gradients using microfluidic systems. Langmuir 16:8311-16
56. Harrison C, Cabral J, Stafford CM, Karim A, Amis EJ. 2004. A rapid prototyping technique for the fabrication of solvent-resistant structures. J. Micramech. Microeng. 14:153-58
57. McDonald JC, Whitesides GM. 2002. Poly(dimethylsiloxane) as a material for fabricating microfluidic devices. Acc. Chem. Res. 35:491-99
58. Bergh S, Guana S, Hagemeyer A, Lugmair, Turner CH, et al. 2003. Gas phase oxidation of ediane to acetic acid using high-throughput screening in a massively parallel microfluidic reactor system. Appl. Catal. A 254:67-76
59. Grondahl L, Battersby BJ, Bryant D, Trau M. 2000. Encoding combinatorial libraries: a novel application of fluorescent silica colloids. Langmuir 16:9709-15
60. Sun Y, Chan BC, Ramnarayanan R, Leventry WM, Mallouk TE. 2002. Split-pool method for synthesis of solid-state material combinatorial libraries. J. Comb. Chem. 4:569-75
61. Glicksman ME. 2000. Diffusion in Solids: Field Theory, Solid-State Principles, and Applications. New York: Wiley
62. Garcia VH, Mors PM, Scherer C. 2000. Kinetics of phase formation in binary thin films: the Ni/Al case. Acta Mater. 48:1201-6
63. Paul A, Kodentsov AA, van Loo FJJ. 2004. Bifurcation of the Kirkendall plane during interdiffusion in the intermetallic compound b-NiAl. Acta Mater. 52:4041-48
64. Laurila T, Vuorinen V, Kivilahti JK. 2004. Analyses of interfacial reactions at different levels of interconnections. Mater. Sci. Semicond. Process. 7:307-17
65. Wu K, Morral JE, Wang Y. 2006. Horns on diffusion paths in multiphase diffusion couples. Acta Mater. 54:5501-7
66. Sohn YH, Dayananda MA. 2000. A double serpentine diffusion path for a ternary diffusion couple. Acta Mater. 48:1427-33
67. Zarnetta R, Savan A, Thienhaus S, Ludwig A. 2007. Combinatorial study of phase transformation characteristics of a Ti-Ni-Pd shape memory thin film composition spread in view of microactuator applications. Appl. Surf. Sci. 254:743-48
68. y-(Cu,In) photovoltaic precursor layers. Thin Solid Films 515:6252-55
69. Holzwarth, Maier WF. 2000. Detection of catalytic activation and deactivation phenomena in combinatorial libraries of heterogenous catalysts with emissivity-corrected IR-thermography. Platin. Met. Rev. 44:16-21
70. Orschel M, Klein J, Schmidt H-W, Maier WF. 1999. Detection of reaction selectivity on catalyst libraries by spatially resolved mass spectrometry. Angew. Chem. Int. Ed. 38:2791-94
71. Bryner J, Profunser DM, Vollmann J, Mueller E, Dual J. 2006. Characterization of Ta and TaN diffusion barriers beneath Cu layers using picosecond ultrasonics. Ultrasonics 44(Suppl. 1):e1269-75
72. Meguro S, Lippmaa M, Ohnishi T, Chikyow T, Koinuma H. 2006. XML-based data management system for combinatorial solid-state materials science. Appl. Surf Sci. 252:2634-39
73. Meguro S, Ohnishi T, Lippmaa M, Koinuma H. 2005. Elements of informatics for combinatorial solid-state materials science. Meas. Sci. Technol. 16:309-16
74. Yen CH, Shan D, Wong H, Jang SS. 2003. Information directed sampling and ordinal optimization for combinatorial material synthesis and library design. Comput. Aided Chem. Eng. 15:364-69
75. Corma A, Serra JM, Sema P, Moliner M. 2005. Integrating high-throughput characterization into combinatorial heterogeneous catalysis: unsupervised construction of quantitative structure/property relationship models. J. Catal. 232:335-41
76. Watanabe Y, Umegaki T, Hashimoto M, Omata K, Yamada M. 2004. Optimization of Cu oxide catalysts for methanol synthesis by combinatorial tools using 96 well microplates, artificial neural network and genetic algorithim. Catal. Today 89:455-64
77. Rodemerck U, Baerns M, Holena M, Wolf D. 2004. Application of a genetic algorithm and a neural network for the discovery and optimization of new solid catalytic materials. Appl. Surf. Sci. 223:168-74
78. Tan P-N, Steinbach M, Kumar V. 2000. Introduction to Data Mining. New York: Addison-Wesley
79. BajorathJ. 2002. Integration of virtual and high-throughput screening. Nat. Rev. Drug Discov. 11:882-94
80. Quakenbush J. 2001. Computational analysis of microarray data. Nat. Rev. Genet. 2:418
81. Li G, Rosenthal C, Rabitz H. 2001. High dimensional model representations. J. Phys. Chem. A 105:7765-77
82. Sieg SC, Suh C, Schmidt T, Stukowski M, Rajan K, Maier WF. 2007. Principal component analysis of catalytic functions in the composition space of heterogeneous catalysts. QSAR Comb. Sci. 26:528-35
83. Heying M, Suh C, Oliver J, Rajan K, Seig S, Maier W. 2006. Scientific visualization competition. Science 313:1733
84. Sieg S, Stutz B, Schmidt T, Hamprecht F, Maier WF. 2006. A QCAR approach to materials modeling. J. Mol. Model. 12:611-19
85. Suh C, Rajan K, Vogel BM, Eidelman N, Cabral JT, et al. 2006. Informatics methods for combinatorial materials science. In Combinatorial Materials Science, ed. SK Mallapragada, B Narasimhan, MD Porter, pp. 109-20. Hoboken, NJ: John Wiley
86. Rajan K. 2005. Materials informatics. Mater. Today 8:38-45