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Chemometrics in Brewing—A Review

Quimiometría en cervecería: Una revisión

Pages 147-156 | Received 01 Mar 2001, Accepted 13 Apr 2001, Published online: 01 Feb 2018

Literature Cited

  • American Society of Brewing Chemists. Methods of Analysis, 8th ed. Statistical Analysis-3 Ruggedness testing. The Society, St. Paul, MN, 1992.
  • Andre, J. C., and Moll, M. A new approach to the kinetics of beer oxidation: From physical chemistry to industrial brewing. J. Am. Soc. Brew. Chem. 44:151–157, 1986.
  • Bailey, T. P., Hammond, R. V., and Persaud, K. C. Applications for an electronic aroma detector in the analysis of beer and raw materials. J. Am. Soc. Brew. Chem. 53:39–42, 1995.
  • Carrasco, A., and Siebert, K. J. Human visual perception of haze and relationships with instrumental measurements of turbidity. Thresholds, magnitude estimation and sensory descriptive analysis of haze in model systems. Food Qual. Pref. 10:421–436, 1999.
  • Casey, G. P., Sall, C. J., Maurer, J. M., Tutor, G. L., and Pringle, A. T. Use of an experimental design program to examine the influence of wort amino acids or vicinal diketones in lager fermentations. Tech. Q. Master Brew. Assoc. Am. 29:111–116, 1992.
  • Clapperton, J. F. Sensory characterisation of the flavour of beer. Pages 1–14 in: Progress in Flavour Research: Proceedings of the Second Weurman Flavour Research Symposium. D. G. Land and H. E. Nursten, eds. Applied Science Publishers, Norwich, UK, 1979.
  • Clapperton, J. F., and Piggott, J. R. Differentiation of ale and lager flavours by principal components analysis of flavour characterization data. J. Inst. Brew. 85:271–274, 1979.
  • Criqui, M. H., and Ringel, B. L. Does diet or alcohol explain the French paradox? Lancet 344:1719–1723, 1994.
  • Daems, V., and Delvaux, F. Multivariate analysis of descriptive sensory data on 40 commercial beers. Food Qual. Pref. 8:373–380, 1997.
  • Dallongeville, J., Marecaux, N., Ducimetiere, P., Ferrieres, J., Arveiler, D., Bingham, A., Ruidavets, J. B., Simon, C., and Amouyel, P. Influence of alcohol consumption and various beverages on waist girth and waist-to-hip ratio in a sample of French men and women. Int. J. Obes. 22:1178–1183, 1998.
  • Dijksterhuis, G. B. Multivariate Data Analysis in Sensory and Consumer Science. Food and Nutrition Press, Trumbull, CT, 1997.
  • Dittmar, G. P. A multiple linear regression model for bottle heat penetration curves. Tech. Q. Master Brew. Assoc. Am. 14:71–77, 1977.
  • Einsiedler, F., Schwill-Miedaner, A., and Sommer, K. Experimental tests and modelling of complex biochemical and technical processes by taking mashing as an example. I. Proteolysis. (in German) Monatsschr. Brauwiss. 50:164–171, 1997.
  • Einsiedler, F., Schwill-Miedaner, A., Sommer, K., and Hamalainen, J. Reaction kinetic studies on modelling of starch hydrolysis during mashing. (in German) Brauwelt 137:1598–1603, 1997.
  • Einsiedler, F., Schwill-Miedaner, A., Sommer, K., and Hamalainen, J. Experimental tests and modelling of complex biochemical and technical processes by taking mashing as an example. III. Cytolysis. (in German) Monatsschr. Brauwiss. 51:11–21, 1998.
  • Engasser, J. M., Marc, I., Moll, M., and Duteurtre, B. Kinetic modelling of beer fermentation. Proc. Congr. Eur. Brew. Conv. 18:579–586, 1981.
  • Evans, D. E., Sheehan, M. C., and Stewart, D. C. The impact of malt derived proteins on beer foam quality. II. The influence of malt foam-positive proteins and non-starch polysaccharides on beer foam quality. J. Inst. Brew. 105:171–177, 1999.
  • Fernandez, J. L., and Simpson, W. J. Measurement and prediction of the susceptibility of lager beer to spoilage by lactic acid bacteria. J. Appl. Bacteriol. 78:419–425, 1995.
  • Freeman, G. J., Smedley, S. M., and Atkinson, B. Beer filtration: Instrumentation and strategy for control. Tech. Q. Master Brew. Assoc. Am. 33:11–15, 1996.
  • Gamarallage, C., Walker, G. M., and Staines, H. J. Use of response surfaces to investigate metal ion interactions in yeast fermentations. J. Am. Soc. Brew. Chem. 55:24–29, 1997.
  • Garcia, A. I., Garcia, L. A., and Diaz, M. Fusel alcohols production in beer fermentation processes. Process Biochem. 29:303–309, 1994.
  • Garcia, A. I., Garcia, L. A., and Diaz, M. Modelling of diacetyl production during beer fermentation. J. Inst. Brew. 100:179–180, 1994.
  • Garcia, A. I., Garcia, L. A., and Diaz, M. Prediction of ester production in industrial beer fermentation. Enzyme Microb. Technol. 16:66–71, 1994.
  • Garden, S. W., Pruneda, T., Irby, S., and Hysert, D. W. Development of near-infrared calibrations for hop analysis. J. Am. Soc. Brew. Chem. 58:73–82, 2000.
  • Gaziano, J. M., Hennekens, C. H., Godfried, S. L., Sesso, H. D., Glynn, R. J., Breslow, J. L., and Buring, J. E. Type of alcoholic beverage and risk of myocardial infarction. Am. J. Cardiol. 83:52–57, 1999.
  • Gibson, T. S., Solah, V., Glennie Holmes, M. R., and Taylor, H. R. Diastatic power in malted barley: Contributions of malt parameters to its development and the potential of barley grain beta-amylase to predict malt diastatic power. J. Inst. Brew. 101:277–280, 1995.
  • Hamalainen, J. J., Kaljanen, T., Stenholm, K., and Pietila, K. A simulation model for planning of the mashing process. Tech. Q. Master Brew. Assoc. Am. 34:313–319, 1997.
  • Harayama, K., Hayase, F., and Kato, H. Evaluation by multivariate analysis of off-flavor in headspace volatiles formed during storage of beer. Agric. Biol. Chem. 55:393–398, 1991.
  • Harayama, K., Hayase, F., and Kato, H. Evaluation by a multivariate analysis of the stale flavor formed while storing beer. Biosci. Biotech. Biochem. 58:1595–1598, 1994.
  • Holmberg, J., and Hamalainen, J. J. A mathematical model for predicting the effects of the steeping programme on water uptake during malting. J. Inst. Brew. 103:177–182, 1997.
  • Hughes, P. S., and Simpson, W. J. Bitterness of congeners and stereoisomers of hop-derived bitter acids found in beer. J. Am. Soc. Brew. Chem. 54:234–237, 1996.
  • Ilett, D. R., Burke, S., and Simpson, W. J. Measurement and prediction of the rate of loss of sulphur dioxide from beer. J. Sci. Food Agric. 70:337–340, 1996.
  • Jacobsen, T. New aspect of chemical analysis: Chemometrics—variations in trace elements in malt as shown by factor analysis. (in Norwegian) Brygmesteren 37:149–158, 1980.
  • Jacobsen, T. Malting technology and the properties of malt: A cluster analysis study. J. Inst. Brew. 92:177–180, 1986.
  • Jacobsen, T., and Gunderson, R. W. Cluster analysis of beer flavor components. II. A case study of yeast strain and brewery dependency. J. Am. Soc. Brew. Chem. 41:78–80, 1983.
  • Jacobsen, T., Gunderson, R. W., Chapon, L., and Batchvarov, V. The colloidal stability of beer; data analysis and multivariate prediction. Proc. Congr. Eur. Brew. Conv. 21:591–597, 1987.
  • Jacobsen, T., Hage, T., Kristensen, R., and Malterud, K. E. Hop utilization in the brewery—An interbrewery comparison. J. Am. Soc. Brew. Chem. 47:62–67, 1989.
  • Jacobsen, T., Volden, R., Engan, S., and Aubert, O. A chemometric study of some beer flavour components. J. Inst. Brew. 85:265–270, 1979.
  • Kimura, Y., Hashimoto, N., Nagashima, Y., and Yoshioka, K. Systematic design of flavor quality of a light beer—‘Kirin Beer Light’. Tech. Q. Master Brew. Assoc. Am. 24:140–145, 1987.
  • Knudson, E. J., and Siebert, K. J. High-performance liquid chromatographic analysis of hop bittering components in hops, hop extracts, wort and beer. J. Am. Soc. Brew. Chem. 41:51–57, 1983.
  • Knudson, E. J., and Siebert, K. J. Application of ion chromatography to beer, wort, and brewing water. J. Am. Soc. Brew. Chem. 42:65–70, 1984.
  • Kolbach, P., and Kremkow, C. Composition, head retention and stability of light-coloured Voll beers. II. Physico-chemical and biological stability. (in German) Monatsschr. Brauerei 22:89–99, 1969.
  • Kralj, D., Zupanec, J., Vasilj, D., Kralj, S., and Psenicnik, J. Variability of essential oils of hops, Humulus lupulus L. J. Inst. Brew. 97:197–206, 1991.
  • Kuzela, R. Control of the levels of flavour active volatile esters and higher alcohols in beers. Ferment 10:35–40, 1997.
  • Langstaff, S. A., Guinard, J. X., and Lewis, M. J. Sensory evaluation of the mouthfeel of beer. J. Am. Soc. Brew. Chem. 49:54–59, 1991.
  • Linn, S., Carroll, M., Johnson, C., Fulwood, R., Kalsbeek, W., and Briefel, R. High-density lipoprotein cholesterol and alcohol consumption in US white and black adults: Data from NHANES II. Am. J. Public Health 83:811–6, 1993.
  • Massart, D. L., Vandeginste, B. G. M., Buydens, L. M. C., De Jong, S., Lewi, P. J., and Smeyers-Verbeke, J. Handbook of Chemometrics and Qualimetrics: Part A. Vol. 20A in the series Data Handling in Science and Technology. B. G. M. Vandeginste and S. C. Rutan, eds. Elsevier Science, Amsterdam, 1997.
  • Massey, K., and Cuti, J. The use of experimental models for process optimization in malting. Tech. Q. Master Brew. Assoc. Am. 31:79–82, 1994.
  • Mawatari, M., Nagashima, Y., Aoki, T., Hirota, T., and Yamada, M. Sensory characterization of beer flavor using cluster analysis. J. Am. Soc. Brew. Chem. 49:59–64, 1991.
  • McDermott, L. P. On-line blending control for beer production using near infrared spectroscopy. Tech. Q. Master Brew. Assoc. Am. 29:96–100, 1992.
  • McMurrough, I., Kelly, R., Byrne, J., and O'Brien, M. Effect of the removal of sensitive proteins and proanthocyanidins on the colloidal stability of lager beer. J. Am. Soc. Brew. Chem. 50:67–76, 1992.
  • Meilgaard, M. C. Current progress in sensory analysis. A review. J. Am. Soc. Brew. Chem. 49:101–109, 1991.
  • Meilgaard, M. C., and Siebert, K. J. Advanced methods of sensory evaluation. Pages 33–42 in: Flavor Symposium. (Monogr. VII.) European Brewery Convention, Zoeterwoude, The Netherlands, 1981.
  • Melm, G., Tung, P., and Pringle, A. Mathematical modeling of beer foam. Tech. Q. Master Brew. Assoc. Am. 32:6–10, 1995.
  • Molina Cano, J. L., Ramo, T., Ellis, R. P., Swanston, J. S., Bain, H., Uribe Echeverria, T., and Perez Vendrell, A. M. Effect of grain composition on water uptake by malting barley: A genetic and environmental study. J. Inst. Brew. 101:79–83, 1995.
  • Moll, M., Flayeux, R., and Lehuede, J. M. Rapid determination of moisture and proteins in malt by IR reflectance spectrometry. (in: French) Bios 7:3–6, 1976.
  • Moll, M., Flayeux, R., and Muller, P. Relationship between beer flavour and the composition of barley and malt. Tech. Q. Master Brew. Assoc. Am. 18:31–35, 1981.
  • Moll, M., Flayeux, R., That, V., and Noel, J. P. Relationships between physico-chemical parameters of beer and the results of tasting. (in: French) Bios 5:328–333, 1974.
  • Monnez, J. M., Flayeux, R., Muller, P., and Moll, M. An approach to the estimation of brewing quality in barley and malt. J. Inst. Brew. 93:477–486, 1987.
  • Moreira da Silva, M., Malfeito Ferreira, M., and Loureiro, V. Long-chain fatty acid composition as a criterion for yeast distinction in the brewing industry. J. Inst. Brew. 100:17–22, 1994.
  • Muller, R. A mathematical model of the formation of fermentable sugars from starch hydrolysis during high-temperature mashing. Enzyme Microb. Technol. 27:337–344, 2000.
  • Mullet, G. M. Applications of multivariate methods in strategic approaches to product marketing and promotion. Food Technol. 42:152–153, 1988.
  • Noel, J. P., and Bauer, G. Relationships between the variables defining the stages of beer manufacture. (in French) Bios 5:355–366, 1974.
  • Patino, H., Kemper, E. A., Miller, J. L., and Michener, W. L. Adjustments to beer density for carbon dioxide partial molal volume and residual carbonation after degassing. J. Am. Soc. Brew. Chem. 50:35–37, 1992.
  • Patino, H., Knudsen, F. B., Storer, J., and Theisen, T. Experimental design and modeling of fill and oxygen levels in beer canning. Tech. Q. Master Brew. Assoc. Am. 27:15–19, 1990.
  • Peppard, T. L. Principal components analysis—Its application in monitoring the consistency of beer quality. J. Inst. Brew. 91:325–328, 1985.
  • Peppard, T. L., Ramus, S. A., Witt, C. A., and Siebert, K. J. Correlation of sensory and instrumental data in elucidating the effect of varietal differences on hop flavor in beer. J. Am. Soc. Brew. Chem. 47:18–26, 1989.
  • Powers, J. J. Multivariate procedures in sensory research: Scope and limitations. Tech. Q. Master Brew. Assoc. Am. 18:11–21, 1981.
  • Reed, R. J. R., and Freeman, G. J. Beer filtration—Fitting the filter aid to the beer. Ferment 6:64–67, 1993.
  • Sendra, J. M., Todo, V., Pinaga, F., Izquierdo, L., and Carbonell, J. V. Evaluation of the effects of yeast strain and fermentation conditions on the volatile concentration profiles of pilot plant lager beers. Monatsschr. Brauwiss. 47:316–321, 1994.
  • Siebert, K. J. Routine use of a programmable calculator for computing alcohol, real extract, original gravity, and calories in beer. J. Am. Soc. Brew. Chem. 38:27–33, 1980.
  • Siebert, K. J. Modeling the flavor thresholds of organic acids in beer as a function of their molecular properties. Food Qual. Pref. 10:129–137, 1999.
  • Siebert, K. J. Evaluation of a model of organic acid flavor thresholds in beer. J. Am. Soc. Brew. Chem. 58:94–96, 2000.
  • Siebert, K. J., Carrasco, A., and Lynn, P. Y. Formation of protein-polyphenol haze in beverages. J. Agric. Food Chem. 44:1997–2005, 1996.
  • Siebert, K. J., and Knudson, E. J. The relationship of beer high molecular weight protein and foam. Tech. Q. Master Brew. Assoc. Am. 26:139–146, 1989.
  • Siebert, K. J., and Stenroos, L. E. The use of multivariate analysis of beer aroma volatile compound patterns to discern brand-to-brand and plant-to-plant differences. J. Am. Soc. Brew. Chem. 47:93–101, 1989.
  • Siebert, K. J., and Wisk, T. J. Yeast counting by microscopy or by electronic particle counting. J. Am. Soc. Brew. Chem. 42:71–79, 1984.
  • Sjoholm, K., Tenhunen, J., Tammisola, J., Pietila, K., and Home, S. Determination of the fermentability and extract content of industrial worts by NIR. J. Am. Soc. Brew. Chem. 54:135–140, 1996.
  • Smith Warner, S. A., Spiegelman, D., Shiaw Shyuan, Y., van den Brandt, P. A., Folsom, A. R., Goldbohm, A., Graham, S., Holmberg, L., Howe, G. R., Marshall, J. R., Miller, A. B., Potter, J. D., Speizer, F. E., Willett, W. C., Wolk, A., and Hunter, D. J. Alcohol and breast cancer in women. A pooled analysis of cohort studies. J. Am. Med. Assoc. 279:535–540, 1998.
  • Stenroos, L. E., and Siebert, K. J. Application of pattern-recognition techniques to the essential oil of hops. J. Am. Soc. Brew. Chem. 42:54–61, 1984.
  • Stucky, G. J., and McDaniel, M. R. Raw hop aroma qualities by trained panel free-choice profiling. J. Am. Soc. Brew. Chem. 55:65–72, 1997.
  • Taylor, M., Bailey, T., Hammond, R., and Merry, G. Potential applications for an electronic aroma detector within the brewing industry. Tech. Q. Master Brew. Assoc. Am. 32:175–179, 1995.
  • Timmins, E. M., Quain, D. E., and Goodacre, R. Differentiation of brewing yeast strains by pyrolysis mass spectrometry and Fourier transform infrared spectroscopy. Yeast 14:885–893, 1998.
  • Titica, M., Landaud, S., Trelea, I. C., Latrille, E., Corrieu, G., and Cheruy, A. Modeling the kinetics of higher alcohol and ester production based on CO2 emission with a view to control of beer flavor by temperature and top pressure. J. Am. Soc. Brew. Chem. 58:167–174, 2000.
  • Todo, V., Sendra, J. M., Gonzalez, L. A., Izquierdo, L., and Carbonell, J. V. Differentiation of commercial and pilot beers by their volatile composition. Rev. Esp. Cienc. Tecnol. Aliment. 32:417–429, 1992.
  • Tomlinson, J. B., Ormrod, I. H. L., and Sharpe, F. R. Electronic aroma detection in the brewery. J. Am. Soc. Brew. Chem. 53:167–173, 1995.
  • Toner, M. C., and Potter, O. E. Computer simulation of the beta-amylolysis of starch components. J. Inst. Brew. 83:78–81, 1977.
  • Torline, P., Dercksen, A., and Axcell, B. An electronic look at beer instability. Tech. Q. Master Brew. Assoc. Am. 36:289–292, 1999.
  • Torline, P. A. Beer quality assessment using multi-variant analyses of both sensory and analytical parameters. Tech. Q. Master Brew. Assoc. Am. 22:13–18, 1985.
  • van der Aa Kühle, A., and Jespersen, L. Detection and identification of wild yeasts in lager breweries. Int. J. Food Microbiol. 43:205–213, 1998.
  • van Hamersveld, E. H., van der Lans, R. G. J. M., Caulet, P. J. C., and Luyben, K. C. A. M. Modeling brewers' yeast flocculation. Biotechnol. Bioeng. 57:330–341, 1998.
  • Vandeginste, B. G. M., Massart, D. L., Buydens, L. M. C., De Jong, S., Lewi, P. J., and Smeyers-Verbeke, J. Handbook of Chemometrics and Qualimetrics: Part B. Vol. 20B in the series Data Handling in Science and Technology. B. G. M. Vandeginste and S. C. Rutan, eds. Elsevier Science, Amsterdam, 1998.
  • Weber, K., and Poling, J. Applications of an electronic nose in the brewing industry. Tech. Q. Master Brew. Assoc. Am. 34:127–132, 1997.
  • Whittle, N., Eldridge, H., and Bartley, J. Identification of the polyphenols in barley and beer by HPLC/MS and HPLC/-electrochemical detection. J. Inst. Brew. 105:89–99, 1999.
  • Wilding, K., Echtermann, K. W., Flemming, W., and Bellmann, A. Utilization of hop bitter principles in the brewing process. (in German) Lebensmittelindustrie 29:163–165, 1982.
  • Winell, B., Äyräpää, T., Lindström, I., Wesshagen, V., Gyllang, H., Åkesson, C., and Stöllman, U. Correlating instrumental and sensory flavour data for the property of fruitiness. Proc. Congr. Eur. Brew. Conv. 17:51–59, 1979.
  • Woods, J. L., Favier, J. F., and Briggs, D. E. Predicting the germinative energy of dormant malting barley during storage. J. Inst. Brew. 100:257–269, 1994.
  • Yokoyama, A., Takahashi, N., Ohno, T., and Mawatari, M. Development of an on-line beer variety indicator. Tech. Q. Master Brew. Assoc. Am. 30:63–65, 1993.

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