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Near Infrared (NIR) Spectroscopy and Calibration in Biomass Characterisation Paul Geladi
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Paul Geladi Head of Research NIRCE Unit of Biomass Technology and Chemistry Swedish University of Agricultural Sciences Umeå Technobothnia Vasa paul.geladi@btk.slu.se paul.geladi@syh.fipaul.geladi@btk.slu.sepaul.geladi@syh.fi
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics
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Biomass Non-food Food & feed Bioenergy Pulp and paper Forestry Building materials Textiles Consumer products Feed and safety
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Where is biomass found? Biotechnology Natural products Bioenergy
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What is special about biomass? O-H C-H N-H C=O different atom sizes = good IR+NIR energy = movements of bonds
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O HH O HH O HH O HH
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics
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Near Infrared Spectra (NIR) 780-2500nm Suitable for all organic and bio materials Robust for industrial use Good penetration depth Many modes of measuring Powerful multivariate results Cosmic Gamma Xray Ultraviolet Visible NIR Infrared Microwaves
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Near Infrared Spectra Fast Simple sample preparation Nondestructive Online for process applications Need for calibration Opportunity for data analysis
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Near Infrared Spectra? Visible Infrared Raman Polarization Visible Near infrared Infrared Raman 400nm780nm2500nm15000nm
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics Plans for a network of excellence Acknowledgement
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EXAMPLES 1 Organic synthesis Liquid Fiberoptic transflectance Over time
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Fibers in Fibers out Mirror
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Wavelength ”Absorbance” H2OH2O visible near infrared
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Wavelength Absorbance Organic synthesis over time
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CONCLUSION 1 Possible to follow a reaction over time Identify reagents, products, intermediates Reaction kinetics
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EXAMPLES 2 Whole grain and flour Solid FT-NIR reflectance Genetic variation
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Wavelength Pseudoabsorbance FLOUR
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Wavelength Pseudoabsorbance WHOLE GRAINS
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CONCLUSION 2 Grain and flour different Genetic information Location information Accurate protein content
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Where used? Food Feed Biofuel Fossil fuel Plastics Wood and pulp Environmental and waste Clinical and pharma In vivo
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Rapid process monitoring for biofuels Canary reed grass Pellet / Briquette press The role of humidity
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Biofuel energy unit Briquette machine
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Mixing drum with window for measurement Process NIR spectrometer
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Reed canary grass Briquette
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Predict = determine quality ahead Humidity for briquette quality Other parameters (e.g. ash content, energy, CO 2 ) for energy production
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Measure how? Location (how many? where?) How often? How detailed? Buckets? Single particles?
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics
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Calibration Concentration Spectral property Model
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y Offset Slope Calibration
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Xy I K f b = + y = Xb + fy = Xb + f Multivariate calibration
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Why calibrate? SpectrumConcentration Spectrum -measured in 1 min -no sample preparation -on-line possible -noninvasive -nondestructive Concentration -sample preparation -slow -expensive -waste chemicals -destructive
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Methods of data analysis Multivariate calibration Classification Multivariate image analysis Multiway analysis Neural nets Genetic algorithms
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Content What is biomass? What is NIR spectroscopy? Examples What is calibration? Advanced topics
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High quality instrumentation Simplified instrumentation Experimental instrumentation Complexity Speed, Robustness Instrumentation
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Imaging / Spectroscopy An image for each wavelength A spectrum for each pixel
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Table : Wavelength bands in some airborne / satellite imaging systems Band/channelWavelength (nm) SPOT-XSLANDSAT-TMJERS-OPSAVIRIS 1500-590450-520520-600224 bands 2610-680520-600630-690every 10nm 3790-890630-690760-860390-2500 nm 4-760-900760-860* 5-1550-17501600-1710 6-10400-125002010-2120 7-2080-23502130-2250 8--2270-2400 * bands 3 and 4 are a stereo pair. SPOT-XS= (Système Probatoire d'Observation de la Terre) Image size 60x60 km; resolution 20x20 m. (Panchromatic = B/W resolution 10x10 m). LANDSAT-TM = (Thematic Mapper) Image size 185x172 km; resolution 30x30 m JERS-OPS = Japanese Earth ResourcesSatellite - Optical Sensor 75x75km; resolution 18.3x25.4 m. There is also 1.275 GHz radar. AVIRIS = (Airborne Visible/Infrared Imaging Spectrometer ) Typical 512x614 pixels and 20x20 m resolution.
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Resolution Wavelength –reduction and selection Time –fast product streams –parallel measurements Space –0-D bulk analysis –1-D product streams –2-D images, microscopy –3-D tomography
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What is new and exciting? Spatial resolution imaging in 2D, 3D Fast streams in 1D Polarisation etc. Simplified instrumentation Advanced data analysis Database / search / control / presentation
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Books to read B. Osborne, T. Fearn & P. Hindle, Practical NIR Spectroscoy 2nd ed., Longman Scientific & Technical, Harlow, 1993, ISBN 0-582-09946-3 D. Burns & E. Ciurzak eds., Handbook of Near- Infrared Analysis 2nd ed., Marcel Dekker, New York, 200, ISBN 0-8247-0534-3 H. Siesler, Y. Ozaki, S. Kawata & H. Heise eds., Near-Infrared Spectroscopy, Wiley-VCH, Weinheim, 2002, ISBN 3-527-30149-6
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