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Determining Flavors and
                             “Defects” in Beer by
                            Headspace Trap/Gas
                          Chromatography/Mass
                                   Spectrometry
                           Andrew Tipler, Chromatography R&D Manager
                                 Lee Marotta, Field Application Scientist




1   © 2009 PerkinElmer
      2012
Content
     This presentation will describe a system that provides an almost comprehensive
     analysis of flavor compounds and defects in beer
       Theory
       Design and operation
       Beer Application


     The system comprises the following components:
       A headspace trap sampling system
       A gas chromatograph
       A mass spectrometer




2
Replacing Multiple Systems with One …

     Ethanol - FID

     Defects
         Vicinal Diketones (‘butterscotch’) - ECD
         Dimethyl Sulfide (sulfury character) – FPD or SCD
         Aldehydes (oxidation ‘cardboard’ products) - FID
         Thiols (skunkiness) - SCD

     Flavor Compounds – MS (characterization)
         Alcohols
         Ketones
         Esters
         Acids
         Turpenes

     Fermentation Markers
         Diacetyl




3
Acknowledgement

    The authors would like to thank Bill Yawney of the LongTrail Brewery, Vermont, for
    his advice, inspiration and some of the analytical data used in this presentation




4
Headspace Instrumentation
                              – Theory, Design and
                               Operating Principles




5   © 2009 PerkinElmer
Principles Behind Headspace Sampling




6
Tasting Beer

     Besides actually making beer, much of the fun
     is associated with drinking it!

     It’s nutritious, it makes the world easier to live
     in and it tastes good.

     Taste is obviously subjective but we beer
     connoisseurs generally consider the following
     when drinking a fine beer:
         Don’t drink out of the bottle
         Don’t cool the beer to Arctic temperatures
         Use an appropriately shaped glass
         Don’t fill the glass completely




7
Tasting Beer

     Besides actually making beer (of course),
     much of the fun is associated with drinking it!

     It’s nutritious, it makes the world easier to live
     in and it tastes good.

     Taste is obviously subjective, but beer
     connoisseurs will generally consider the
     following when drinking a fine beer:
         Don’t drink out of the bottle
         Don’t cool the beer to Arctic temperatures
         Use an appropriately shaped glass
         Don’t fill the glass completely
         These are all done to ensure that the beer
          aroma is involved in the tasting process
          (beer aroma, or „nose‟ as it‟s called, is an
          important part of the formal beer-judging
          process)
8
Headspace Sampling

    Headspace sampling is a bit like smelling the
    aroma

    Step 1 – put beer sample into a vial and seal it

    Step 2 – heat the vial for a period of time at a
    constant temperature

    Step 3 – extract some of the vapor and
    analyze it by gas chromatography




9
Theory

      During the equilibration step, molecules
      distribute themselves according to their
      partition coefficients
                                                  K=Cl/Cv
      Molecules with low partition coefficients
      favor the vapor (headspace) phase
      whereas molecules with high partition
      coefficients favor the liquid (sample)       Compound
      phase

      Partition coefficients are reduced as the
      temperature is increased                    Liquid Sample

      At equilibrium, the concentration in the
      headspace phase is proportional to the
      original concentration in the sample

      Determining the composition of the
      headspace phase enables the
      composition of the sample to be
      established.
10
Key Components in the PerkinElmer Headspace System




11
Enhanced Sensitivity with the Headspace Trap

      Since polar compounds in water (or beer)
      have very high partition coefficients – often
      less than 0.5% of the compound in the
      sample may pass into the headspace.

      With headspace without the trap, only a
      small fraction of the total headspace vapor
      will enter the column

      The headspace trap technique can
      enhance detection limits by 100 times by
      withdrawing the entire HS volume and
      enabling several injections from same vial
      to be focused on trap




12
Sample Vial Thermal Equilibration


               valve                                     detector




                   seal                trap         column
                           vial




                                     oven


               Headspace Sampler              Gas Chromatograph
13
Vial Pressurization

                          column isolation
               valve                                       detector




                   seal                  trap         column
                            vial




                                      oven


                Headspace Sampler               Gas Chromatograph
14
Trap Load


             valve                                 detector




                 seal            trap         column
                        vial




                               oven


             Headspace Sampler          Gas Chromatograph
15
Vial Re-Pressurization


               valve                                 detector




                   seal            trap         column
                          vial




                                 oven


               Headspace Sampler          Gas Chromatograph
16
Trap Re-Load


                valve                                 detector




                    seal            trap         column
                           vial




                                  oven


                Headspace Sampler          Gas Chromatograph
17
Dry Purge


             valve                                 detector




                 seal            trap         column
                        vial




                               oven


             Headspace Sampler          Gas Chromatograph
18
Trap Desorption


              valve                                      detector




                   seal            trap          column
                          vial


                                              Trap desorbed in
                                              Opposite direction

                                 oven


               Headspace Sampler          Gas Chromatograph
19
Analyzing Beer




20   © 2009 PerkinElmer
Beer - Component Identification by Mass Spectrometry
                                                                                                                                     Sample Size:                                   5 mL
     Beer Flavors HS_GC_MS                                                                                                                                                                      Scan EI+
                                                                          16.59;70                                                   Sample Temp:                                   70oC             TIC
     100
                                                                                                                                     Sample Load:                                   1 cycle      2.95e10

                                                                                                                                     Trap Load Temp:                                25oC
           Nice peak shapes
                                                                                     Isoamyl alcohol

                                                                                                                                     Dry Purge:                                     6 min
                                                                                                                                     Trap high Temp:                                300oC
           Good peak separation                                                                                                      Needle Temp:
                                                                                                                                     T Line Temp:
                                                                                                                                                                                    160oC
                                                                                                                                                                                    180oC
           Required detection limits                                                                                                 Column Flow:
                                                                                                                                     Pressure Pulse:                                2mL/min for 0.4min
                                                                                                                                     Analytical Flow Rate                           1mL/min
           Repeatable response
                                                                                                                                     Mass Range:                                    30 to 300 amu
           Linear response
                                                                                    16.76                         22.31
                                                                                     55                            70




       %




             6.04
              46                        11.43 12.02
                                         61    43                                                                                                           30.33
                                                                                                                                                             88




                                                                                                                                     26.01
                                                                                                                     22.42            88
                                                                                                                      43
                                                                Propyl acetate




                                                                                            18.17                                                                   31.54
                                10.15                                                             19.26                                                                             33.77
                                                                                             43                                                                      104
                                 43                                                                43                                                                                88


       0                                                                                                                                                                                           Time
               6.50      8.50    10.50          12.50   14.50                    16.50       18.50        20.50   22.50      24.50     26.50     28.50      30.50           32.50       34.50


21
Sensitivity is AMAZING by HS Trap/GC/MS

                   DMS at 10 ppb
                   Signal to Noise is 56940 to 1




                                            Diacetyl at 10 ppb
                                            Signal to Noise is 1067 to 1




22
Data of Beer Analysis from Long Trail Brewery

Thank you Long Trail and Bill Yawney



                                                                  Hops Evaluation
                                                                Beer Comparisons
                                                               Supplier Information
                                                              Brewing Investigation




23                                       © 2009 PerkinElmer
Hop Volatile Comparison

                                                                 Hop Volatile Compound Comparison
                                                               Average Amounts - Sample 1 vs Sample 2
     Compound #



                                                     12
                  Compound Name (Longer
                     names have been                 10
                        truncated)
      1           1R-à-Pinene                            8
      2           β-Myrcene
      3           β-Pinene




                                                   ppm
                                                         6
      4           à-Phellandrene
      5           2,6-Dimethyl-1,3,5,7-octatetra
                                                         4
      6           Limonene
      7           1,4-Cyclohexadiene, 1-methyl-4
                                                         2
      8           Furan, 3-(4-methyl-3-pentenyl)
      9           Copaene
     10           1,6,10-Dodecatriene, 7,11-dime         0
                                                             1    2   3   4   5   6   7   8   9   10   11   12
     11           Bicyclo[3.1.1]hept-2-ene, 2,6-         Sample 1             Volatile Compounds
     12           Caryophyllene                          Sample 2




24
Beer Volatile Comparison

                  Compound




                                         Retention
                  Name




                                         Time
     1-Propanol                              8.02
     2-Butanone, 4-hydroxy                   9.72
     1-Propanol, 2-methyl                   10.45
     1-Butanol, 3-methyl                    12.54
     1-Butanol, 2-methyl                    12.80
     Propanoic acid ethyl ester             13.63
     n-Propyl acetate                       13.74
     Mixture of methyl butanols             14.77
     Mixture of methyl butanols             14.93
     Acetic acid, 2-methylpropyl ester      16.28
     Butanoic acid, ethyl ester             17.37
     1-Butanol, 3-methyl-, acetate          20.42
     1-Butanol, 2-methyl-, acetate          20.55
     Hexanoic acid, ethyl ester             24.49
     Acetic acid hexyl ester                24.84
     Heptanoic acid, ethyl ester            26.93
     Acetic acid, heptyl ester              27.22
     Phenyl ethyl alcohol                   27.45
     Octanoic acid                          28.15
     Octanoic acid, ethyl ester             28.95
     Acetic acid, 2-phenylethyl ester       30.12
     Ethyl9-decanoate                       32.11
     Decanoic acid ethyl ester              32.27
     Caryophyllene                          33.93
     Alpha caryophyllene                    34.55
     Decanoic acid ethyl ester              35.86




25
Research and Development Project

     Name                                                  RT
     Dimethyl sulfide                                          8.323
     1- Propanol                                               9.358
     1- Propanol                                               9.591
     Acetic acid, anhydride with formic acid                  10.131
     1-Propanol, 2-methyl                                     12.104
     Butanol, 3-methyl                                        13.004
     Formic acid                                              13.987
     Vinyl butyrate                                           14.437
     1-Butanol, 3-methyl                                      14.700
     1-Butanol, 2-methyl-, (S)                                14.962
     Acetaldehyde, O-methyloxime                              15.487
     Vinyl butyrate                                           17.528
     Butanoic acid, ethyl ester                               19.178
     Butanoic acid, 3-methyl-,ethyl ester                     21.406
     Cyclobutanone, 2,2,3-trimethyl-                          21.744
     Cyclopentane                                             21.872
     Propanoic acid, 2-methyl-,2-methylpropyl ester           23.642
     Pentyl glycolate                                         25.938
     β-Myrcene                                                26.133
     Propanoic acid, 2-methyl-,2-methylbutyl ester            26.530
     Limonene                                                 27.446
     Methyl 2-methyl hexanoate                                28.286
     Butanoic acid, 2-methyl-,2-methylbutyl ester             28.631
     Decanoic acid, ethyl ester                               28.924
     Octanoic acid, ethtyl ester                              30.251
     Benzenebutanal                                           31.452
     2,6-Octadienoic acid, 3,7-dimethyl-, metyl ester, (E)    32.525
     Decanoic acid, ethyl ester                               33.717




26
Supplier Comparison




27
American Pale Ale

     12mL sample taken approximately every
     eight hours starting from time zero (prior to
     adding the yeast) during the brewing
     process
                                                                   PerkinElmer Fermentation
                                                                                Experiment

                                                                   Testing the process using
                                                                                  HS/GC/MS




28                                            © 2009 PerkinElmer
The ‘Profile’ Beer: American Pale Ale

      Grains
            Maris Otter Pale Malt
            Munich Malt
            Crystal Malt

      Hops
            Chinook
            Centennial
            Amarillo
            Nelson Sauvin

      Yeast
            SafAle American Ale 05 dry yeast, no starter

      O.G.
            1.058

      IBU
            45

      Process
            Single infusion mash at 67°C
            Fermentation at 19-20°C


29
Results of Components Changing with Time




30
Activity of Two Components over 111 Hours of Sampling



     Dimethyl Sulfide (DMS)               2,3-Butanedione (Diacetyl)




      Plot: Detector Response –vs- Time

      Time Interval: Every Eight Hours


31
Interesting Component … 3-Methyl-1-Butanol


      60000000

      50000000

      40000000

      30000000

      20000000

      10000000

             0
                 0   20   40    60    80     100   120
        -1E+08




         Plot: Detector Response –vs- Time

         Time Interval: Every Eight Hours


32
Concentration of Four Components through Fermentation


            Time        DMS       Diacetyl   2,3-Pentanedione trans 2-Nonenal
           (hours)     (PPB)       (PPB)           (PPB)           (PPB)

             Zero       16.5        81              15              4.7
              7         18.8       1577             16              3.9
              15         4.6       2779             37              3.8
              23         3.0       2183             52              3.9
              31         3.2       1658             59              3.8
              39         3.0       862              43              3.9
              47         4.0       715              85              4.0
              53         3.6       422              93              3.9
             66.5        3.3       249              41              3.9
            70.75        3.7       341             129              4.0
              79         3.4       109              72              3.9
              87         3.4        95              91              3.9
             95.5        3.6        74              65              3.9
             103         3.3        44              49              3.9
             111         3.2        48              64              4.0




33
Specific Gravity Measurements over 95 hours

     Profile Beer Specific Gravity



     Time, hrs S.G           Attn %
           0.0       1.058         0.0
           7.0       1.058         0.0
          15.0       1.054         6.9
          23.0       1.052        10.3
          31.0       1.050        13.8
          39.0       1.042        27.6
          47.0       1.035        39.7
          55.0       1.030        48.3
          64.5       1.025        56.9
          70.8       1.023        60.3
          79.0       1.020        65.5
          87.5       1.016        72.4
          95.0       1.014        75.9




34
Conclusion

      Quantifies defects

      Characterizes beer by
        Providing component identity – WHAT IS IT? Qualitative information
        Providing relative component ratio information
        Providing concentration (quantitative) information – How much?


      Enables the investigation of other beers – What makes my neighbors
      beer so very delicious?

      Optimizes process control




35
lee.marotta@perkinelmer.com
     andrew.tipler@perkinelmer.com




36

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PerkinElmer: Determining Flavors and “Defects” in Beer by Headspace Trap/Gas Chromatography/Mass Spectrometry

  • 1. Determining Flavors and “Defects” in Beer by Headspace Trap/Gas Chromatography/Mass Spectrometry Andrew Tipler, Chromatography R&D Manager Lee Marotta, Field Application Scientist 1 © 2009 PerkinElmer 2012
  • 2. Content This presentation will describe a system that provides an almost comprehensive analysis of flavor compounds and defects in beer  Theory  Design and operation  Beer Application The system comprises the following components:  A headspace trap sampling system  A gas chromatograph  A mass spectrometer 2
  • 3. Replacing Multiple Systems with One … Ethanol - FID Defects  Vicinal Diketones (‘butterscotch’) - ECD  Dimethyl Sulfide (sulfury character) – FPD or SCD  Aldehydes (oxidation ‘cardboard’ products) - FID  Thiols (skunkiness) - SCD Flavor Compounds – MS (characterization)  Alcohols  Ketones  Esters  Acids  Turpenes Fermentation Markers  Diacetyl 3
  • 4. Acknowledgement The authors would like to thank Bill Yawney of the LongTrail Brewery, Vermont, for his advice, inspiration and some of the analytical data used in this presentation 4
  • 5. Headspace Instrumentation – Theory, Design and Operating Principles 5 © 2009 PerkinElmer
  • 7. Tasting Beer Besides actually making beer, much of the fun is associated with drinking it! It’s nutritious, it makes the world easier to live in and it tastes good. Taste is obviously subjective but we beer connoisseurs generally consider the following when drinking a fine beer:  Don’t drink out of the bottle  Don’t cool the beer to Arctic temperatures  Use an appropriately shaped glass  Don’t fill the glass completely 7
  • 8. Tasting Beer Besides actually making beer (of course), much of the fun is associated with drinking it! It’s nutritious, it makes the world easier to live in and it tastes good. Taste is obviously subjective, but beer connoisseurs will generally consider the following when drinking a fine beer:  Don’t drink out of the bottle  Don’t cool the beer to Arctic temperatures  Use an appropriately shaped glass  Don’t fill the glass completely  These are all done to ensure that the beer aroma is involved in the tasting process (beer aroma, or „nose‟ as it‟s called, is an important part of the formal beer-judging process) 8
  • 9. Headspace Sampling Headspace sampling is a bit like smelling the aroma Step 1 – put beer sample into a vial and seal it Step 2 – heat the vial for a period of time at a constant temperature Step 3 – extract some of the vapor and analyze it by gas chromatography 9
  • 10. Theory During the equilibration step, molecules distribute themselves according to their partition coefficients K=Cl/Cv Molecules with low partition coefficients favor the vapor (headspace) phase whereas molecules with high partition coefficients favor the liquid (sample) Compound phase Partition coefficients are reduced as the temperature is increased Liquid Sample At equilibrium, the concentration in the headspace phase is proportional to the original concentration in the sample Determining the composition of the headspace phase enables the composition of the sample to be established. 10
  • 11. Key Components in the PerkinElmer Headspace System 11
  • 12. Enhanced Sensitivity with the Headspace Trap Since polar compounds in water (or beer) have very high partition coefficients – often less than 0.5% of the compound in the sample may pass into the headspace. With headspace without the trap, only a small fraction of the total headspace vapor will enter the column The headspace trap technique can enhance detection limits by 100 times by withdrawing the entire HS volume and enabling several injections from same vial to be focused on trap 12
  • 13. Sample Vial Thermal Equilibration valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 13
  • 14. Vial Pressurization column isolation valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 14
  • 15. Trap Load valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 15
  • 16. Vial Re-Pressurization valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 16
  • 17. Trap Re-Load valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 17
  • 18. Dry Purge valve detector seal trap column vial oven Headspace Sampler Gas Chromatograph 18
  • 19. Trap Desorption valve detector seal trap column vial Trap desorbed in Opposite direction oven Headspace Sampler Gas Chromatograph 19
  • 20. Analyzing Beer 20 © 2009 PerkinElmer
  • 21. Beer - Component Identification by Mass Spectrometry Sample Size: 5 mL Beer Flavors HS_GC_MS Scan EI+ 16.59;70 Sample Temp: 70oC TIC 100 Sample Load: 1 cycle 2.95e10 Trap Load Temp: 25oC Nice peak shapes Isoamyl alcohol Dry Purge: 6 min Trap high Temp: 300oC Good peak separation Needle Temp: T Line Temp: 160oC 180oC Required detection limits Column Flow: Pressure Pulse: 2mL/min for 0.4min Analytical Flow Rate 1mL/min Repeatable response Mass Range: 30 to 300 amu Linear response 16.76 22.31 55 70 % 6.04 46 11.43 12.02 61 43 30.33 88 26.01 22.42 88 43 Propyl acetate 18.17 31.54 10.15 19.26 33.77 43 104 43 43 88 0 Time 6.50 8.50 10.50 12.50 14.50 16.50 18.50 20.50 22.50 24.50 26.50 28.50 30.50 32.50 34.50 21
  • 22. Sensitivity is AMAZING by HS Trap/GC/MS DMS at 10 ppb Signal to Noise is 56940 to 1 Diacetyl at 10 ppb Signal to Noise is 1067 to 1 22
  • 23. Data of Beer Analysis from Long Trail Brewery Thank you Long Trail and Bill Yawney Hops Evaluation Beer Comparisons Supplier Information Brewing Investigation 23 © 2009 PerkinElmer
  • 24. Hop Volatile Comparison Hop Volatile Compound Comparison Average Amounts - Sample 1 vs Sample 2 Compound # 12 Compound Name (Longer names have been 10 truncated) 1 1R-à-Pinene 8 2 β-Myrcene 3 β-Pinene ppm 6 4 à-Phellandrene 5 2,6-Dimethyl-1,3,5,7-octatetra 4 6 Limonene 7 1,4-Cyclohexadiene, 1-methyl-4 2 8 Furan, 3-(4-methyl-3-pentenyl) 9 Copaene 10 1,6,10-Dodecatriene, 7,11-dime 0 1 2 3 4 5 6 7 8 9 10 11 12 11 Bicyclo[3.1.1]hept-2-ene, 2,6- Sample 1 Volatile Compounds 12 Caryophyllene Sample 2 24
  • 25. Beer Volatile Comparison Compound Retention Name Time 1-Propanol 8.02 2-Butanone, 4-hydroxy 9.72 1-Propanol, 2-methyl 10.45 1-Butanol, 3-methyl 12.54 1-Butanol, 2-methyl 12.80 Propanoic acid ethyl ester 13.63 n-Propyl acetate 13.74 Mixture of methyl butanols 14.77 Mixture of methyl butanols 14.93 Acetic acid, 2-methylpropyl ester 16.28 Butanoic acid, ethyl ester 17.37 1-Butanol, 3-methyl-, acetate 20.42 1-Butanol, 2-methyl-, acetate 20.55 Hexanoic acid, ethyl ester 24.49 Acetic acid hexyl ester 24.84 Heptanoic acid, ethyl ester 26.93 Acetic acid, heptyl ester 27.22 Phenyl ethyl alcohol 27.45 Octanoic acid 28.15 Octanoic acid, ethyl ester 28.95 Acetic acid, 2-phenylethyl ester 30.12 Ethyl9-decanoate 32.11 Decanoic acid ethyl ester 32.27 Caryophyllene 33.93 Alpha caryophyllene 34.55 Decanoic acid ethyl ester 35.86 25
  • 26. Research and Development Project Name RT Dimethyl sulfide 8.323 1- Propanol 9.358 1- Propanol 9.591 Acetic acid, anhydride with formic acid 10.131 1-Propanol, 2-methyl 12.104 Butanol, 3-methyl 13.004 Formic acid 13.987 Vinyl butyrate 14.437 1-Butanol, 3-methyl 14.700 1-Butanol, 2-methyl-, (S) 14.962 Acetaldehyde, O-methyloxime 15.487 Vinyl butyrate 17.528 Butanoic acid, ethyl ester 19.178 Butanoic acid, 3-methyl-,ethyl ester 21.406 Cyclobutanone, 2,2,3-trimethyl- 21.744 Cyclopentane 21.872 Propanoic acid, 2-methyl-,2-methylpropyl ester 23.642 Pentyl glycolate 25.938 β-Myrcene 26.133 Propanoic acid, 2-methyl-,2-methylbutyl ester 26.530 Limonene 27.446 Methyl 2-methyl hexanoate 28.286 Butanoic acid, 2-methyl-,2-methylbutyl ester 28.631 Decanoic acid, ethyl ester 28.924 Octanoic acid, ethtyl ester 30.251 Benzenebutanal 31.452 2,6-Octadienoic acid, 3,7-dimethyl-, metyl ester, (E) 32.525 Decanoic acid, ethyl ester 33.717 26
  • 28. American Pale Ale 12mL sample taken approximately every eight hours starting from time zero (prior to adding the yeast) during the brewing process PerkinElmer Fermentation Experiment Testing the process using HS/GC/MS 28 © 2009 PerkinElmer
  • 29. The ‘Profile’ Beer: American Pale Ale Grains  Maris Otter Pale Malt  Munich Malt  Crystal Malt Hops  Chinook  Centennial  Amarillo  Nelson Sauvin Yeast  SafAle American Ale 05 dry yeast, no starter O.G.  1.058 IBU  45 Process  Single infusion mash at 67°C  Fermentation at 19-20°C 29
  • 30. Results of Components Changing with Time 30
  • 31. Activity of Two Components over 111 Hours of Sampling Dimethyl Sulfide (DMS) 2,3-Butanedione (Diacetyl) Plot: Detector Response –vs- Time Time Interval: Every Eight Hours 31
  • 32. Interesting Component … 3-Methyl-1-Butanol 60000000 50000000 40000000 30000000 20000000 10000000 0 0 20 40 60 80 100 120 -1E+08 Plot: Detector Response –vs- Time Time Interval: Every Eight Hours 32
  • 33. Concentration of Four Components through Fermentation Time DMS Diacetyl 2,3-Pentanedione trans 2-Nonenal (hours) (PPB) (PPB) (PPB) (PPB) Zero 16.5 81 15 4.7 7 18.8 1577 16 3.9 15 4.6 2779 37 3.8 23 3.0 2183 52 3.9 31 3.2 1658 59 3.8 39 3.0 862 43 3.9 47 4.0 715 85 4.0 53 3.6 422 93 3.9 66.5 3.3 249 41 3.9 70.75 3.7 341 129 4.0 79 3.4 109 72 3.9 87 3.4 95 91 3.9 95.5 3.6 74 65 3.9 103 3.3 44 49 3.9 111 3.2 48 64 4.0 33
  • 34. Specific Gravity Measurements over 95 hours Profile Beer Specific Gravity Time, hrs S.G Attn % 0.0 1.058 0.0 7.0 1.058 0.0 15.0 1.054 6.9 23.0 1.052 10.3 31.0 1.050 13.8 39.0 1.042 27.6 47.0 1.035 39.7 55.0 1.030 48.3 64.5 1.025 56.9 70.8 1.023 60.3 79.0 1.020 65.5 87.5 1.016 72.4 95.0 1.014 75.9 34
  • 35. Conclusion Quantifies defects Characterizes beer by  Providing component identity – WHAT IS IT? Qualitative information  Providing relative component ratio information  Providing concentration (quantitative) information – How much? Enables the investigation of other beers – What makes my neighbors beer so very delicious? Optimizes process control 35
  • 36. lee.marotta@perkinelmer.com andrew.tipler@perkinelmer.com 36