Suranjan Panigrahi

Publications and Reports

Refereed Journals

Balasubramanian, S., S. Panigrahi, C. Logue, M. Marchello, C. Doetkott, H. Gu, J. Sherwood and L. Nolan.  2004.  Spoilage identification of beef used an electronic system.  Transactions of the ASAE.  47(2):599-608.  

Borhan, M.S., S. Panigrahi, J.H. Lorenzen and H.Gu.  2004.  Multispectral of color imaging techniques for nitrate and chlorophyll determination of potato leaves in a controlled environment.  Accepted for Publication in the Transaction of the ASAE.

Doehlert, D.C., McMullen, M.S., Jannink, J-L, Panigrahi, S., Gu, H. and Riveland, N.  2004.  Evaluation of oat kernel size uniformity.  Crop Science.  Accepted November 2003.

Doehlert, D.C., M.S. McMullen, J.L. Jannink, S. Panigrahi, H. Gu, and N. Riveland.  2004.  Influence of oat kernel size and size distributions of test weight.  Cereal Research Communications.  Vol. 32(1):135-142.

Gautam, R.K., and S. Panigrahi.  2004.  Development and evaluation of nutrient prediction model using neural network architecture, ASAE Paper No. 043108 St. Joseph, MI.

Borhan, M.S., S. Panigrahi, J. Lorenzen, and H. Gu.  2003.  Evaluation of Multi-spectral Imaging Techniques to predict Chlorophyll and Nitrogen status of potato leaves in the field.  Journal of South Pacific Agriculture.  Vol 8(1):  31-36.

Chtioui, Y., S. Panigrahi, and L. Backer.  2003.  Self-organizing map combined with a fuzzy clustering for color image segmentation of edible beans.  Transactions of the ASAE.  Vol 46(3): 831-838.

Gautam, R. and S. Panigrahi.  2003.  Image processing techniques and neural network models for predicting plant nitrate using aerial images.  Proceedings of the 2003 IEEE International Joint Conference on Neural Networks.  Portland.  Oregon.  July 20-24.  2003.  (Refereed).

Gautam, R.K., and S. Panigrahi.  2003.  Genetic algorithm for optimization of nitrogen application in the field.  ASAE Paper No. RRV03-0022, St. Joseph, MI.

Gautam, R.K., Panigrahi, S., Franzen, D., and Sims, A.  2003.  Prediction of soil nitrate using image textural properties.  ASAE Paper No. 033065, St. Joseph, MI.

Gautam, R.K., Panigrahi, S., Franzen, D., Sims, A.L., Lamb, J., and Smith, L.  2003.  Soil nitrate prediction using imagery and non-imagery information.  Submitted in the Transaction of the ASAE, paper ID:  IET 05391-2004.

Panda, S.S., Panigrahi, S., and Gautam, R.K.  2003.  Learning vector quantization (LVQ) based neural classification for soil nutrient management.  ASAE Paper No. 033066, St. Joseph, MI.

Zhang, Q., S. Panigrahi, S. Panda, and M. Borhan.  2002.  Techniques for yield prediction for corn aerial images – a neural network approach.  Journal of Agricultural and Biosystems Engineering.  Vol. 3(1): 18-28.

Hong, Y. and S. Panigrahi.  2001.  Image processing techniques for processing French fries.  Accepted for publication in Applied Engineering in Agriculture.

Yin, H., and S. Panigrahi.  2000. Image processing techniques for internal texture evaluation of French fries. Accepted for publication in Applied Engineering in Agriculture.

McMullen, M.D. Halley, J. Pederson, J. Moos, V. Hofman, S. Panigrahi.  1999. How spray nozzles, pressures and GPA affect coverage and fungicide for fusarium head blight control. Abstracts of Phytopathology, 89.S106.

Chtioui, Y., S. Panigrahi, and L.F. Backer.  1999.  Rough sets theory as a pattern classification tool for quality assessment of edible beans.   Accepted for publication in the Transactions of the ASAE.

Chtioui, Y, L. J. Francl, and S. Panigrahi. 1999. Moisture prediction from simple micrometeorological data. Accepted for publication in Phytopathology.

Chtioui, Y., L. Francl, and S. Panigrahi. 1999. Prediction of wheat leaf wetness using simple micro meteorological data. Accepted for publication in Phytopathology.

Chtioui, Y., S. Panigrahi, and L.J. Francl. 1999. A generalized regression neural network and its application for leaf wetness prediction to forecast plant disease. Accepted for publication in Chemometrics and Intelligent laboratory Systems.

Chtioui, Y, S. Panigrahi, and R. March. 1998. Conjugate gradient and approximate Newton method for an optimal probabilistic neural network for food color classification. Optical Engineering. 37(11): 1-9.

Francl, L.J., E.D. DeWolf, and S. Panigrahi. 1998.Utility of neural networks to plant disease epidemiology. Phytopathology. 88:S29.

Panigrahi, S. 1998. Neuro-fuzzy systems: Potential and applications in biology and agriculture. AI Application. 12. Nos.1-3: 83-95.

Panigrahi, S., M. Misra, and S. Wilson. 1998. Evaluations of fractal geometry and invariant moments for shape classification of corn germplasm. Computers and Electronics in Agriculture. 20: 1-20.

In Review

Gautam, R.K., and S. Panigrahi.  2003.  Plant nitrate determination from aerial image using neural network models.  Submitted for publication in IEEE Transactions on System, Man and Cybernetics, Part c:  Applications and Reviews, paper ID:  SMCC-03-07-0077.R1.

Gautam, R.K. and S. Panigrahi.  2003.  Leaf nitrate determination using image processing and neural networks.  Submitted for publications in IEEE Transactions on SMCC (Systems, Man and Cybernetics:Applications).

Proceedings/Book chapters/Monographs

Gautam, R.K., and Panigrahi, S.  2003.  Comparative analysis of different techniques for predicting soil nitrate using remote sensing images.  Proceedings of the 30th International Symposium on Remote Sensing and Environment:  Information for Risk Management and Sustainable Development.  November 10-14.  Honolulu, HI.

Gautam, R.K., and Panigrahi, S.  2003.  Image processing techniques and neural network modes for predicting plant nitrate using aerial images.  Proceedings of, International Joint Conference on Neural Networks, July 20-24.  Portland, OR.

Panigrahi, S., Yax, X., Gautam, R.K., and Franzen, D.  2003.  Automated color assessment and classification of remotely sensed images of crops.  Proceedings of the 30th International Symposium on Remote Sensing and Environment:  Information for Risk Management and Sustainable Development.  November 10-14.  Honolulu, HI.

Gautam, R.K., S. Panigrahi, S. Panda, and D. Franzen.  2002.  Nutrient zone management using non-imagery information.  Proceedings of the 6th International Conference on Precision Agriculture.  Paper No. 2002-124.  July 14-17.  Minneapolis, MN.

Panigrahi, S. and H. Gu.  2001.  Evaluation of automatic segmentation technique for image mining of selected micro array images.  Proceedings of the International Conference on Mathematics and Engineering Techniques on Medicine and Biological Sciences (METMBS 2001).  June 25-28, 2001, Las Vegas, NV.  (refereed).

Panigrahi, S.  2000.  Portable wheat quality sensor and its promises for the wheat industry. National Wheat Industry Forum. Las Vegas, NE. February 10-11.

Panigrahi, S and S. Gunasekharan. 2000. Optical Imaging and Sensing Techniques for Nondestructive Sensing of Food Products. In Nondestructive Food Evaluation: Techniques to Analyze Properties and Quality. Marcel Dekker Inc. NY.

Gunasekharan, S. and S. Panigrahi. 2000. Fluorescence Techniques for quality evaluation of Food Products. In Nondestructive Food Evaluation: Techniques to Analyze Properties and Quality. Marcel Dekker Inc. NY.

Panigrahi, S., V. Hofman, and Dan Gu. 1999. On-the-go sensing for sugar content determination of sugarbeets in the field. Proceedings of the Sugar Beet Research and Education Foundation. Fargo, ND.

Hofman, V. and S. Panigrahi. 1998. Spray coverage of sugar beet plants. Proceedings of the Sugar Beet Research and Education Foundation. Fargo, ND.

Panigrahi, S. , C. Doetkott, and R. Marsh. 1998. Advanced information technologies for objective quality sensing of edible beans. Proceedings of the SENSORAL 98. Montpellier, France. February pp.16-20.

Panigrahi, S. and K. C. Ting. (Editors) 1998. Artificial Intelligence for Biology and Agriculture. Artificial Intelligence Review: An International Survey and Tutorial Journal. Vol. 12. Nos. 1-3. February. 262 pages. Kluwer Academic Publishers. MA.ISSN NO. 0269-2821.

Panigrahi, S. and S. Gunasekharan. 1998. Optical Imaging and Sensing Techniques for Nondestructive Sensing of Food Products. In Nondestructive Food Evaluation: Techniques to Analyze Properties and Quality. (In progress). To be published by 12/99. Marcel Dekker Inc. NY.

Bulletins, Circulars, Reports, Media, Papers Presented, Etc.

Balasubramanian, S., S. Panigrahi, C. Logue, H. Gu, M. Marchello and L. Nolan. 2003.  Quality Evaluation of beef using a commercially available electronic nose.  Inst. of Food Technologist Meeting Abstract. Chicago.  July 12-16.

Panigrahi, S. and Q. Zhang.  2003.  Optical Analyzer for grain.  US Patent No. 6,624,888 B2 issued Sept. 2003.

Tulbek, M.C., S. Panigrahi, M.S. Borhan, M. Boyacioglu, D. Boyacioglu and C. Hall.  2003.  Prediction of alkaline noodle sensory attributes by multiple regression and neural networks models.  Inst. of Food Technologist meeting Abstract.  Chicago.  July 12-16.

Panigrahi, Suranjan.  Sugar Beet Patent Application:  spent a significant amount of time on follow-up work for developing and submitting response to the patent examiner’s response.

Panigrahi, S., A. Kubiak, M. McMullen, J. Jordahl.  2001.  Evaluation of UV spectrum for controlling FHB (Fusarium Head Blight).  Poster presented at the Annual International ASAE meeting at Sacramento.  July 30-August 1, 2001.

Panigrahi, S., A. Kubiak, M. McMullen, and J. Jordahl.  2001.  Fusarium graminaerum sensitivity to UV illumination.  Poster presented at the 2nd International Wheat Quality conference.  Manhattan, KS.  May 20-24, 2001.

Gautam, R.K., S. Panigrahi, S.S. Panda, and D. Franzen.  2002.  Identification of nutrient zone using imagery information.  Presented at the 2002 International Meeting of the American Society of Agricultural Engineers at Chicago, Illinois, 28-31 July. Paper No. 021043. St. Joseph, MI: ASAE.

Panda, S.S., S. Panigrahi, R.K. Gautam, D. Franzen.  2002.  Analysis of clustering techniques for predicting soil NO3-N from aerial images.  Presented at the 2002 International Meeting of the American Society of Agricultural Engineers at Chicago, Illinois, 28-31 July. Paper No. 023090. St. Joseph, MI: ASAE.

Panigrahi, S., U. Kizil, S. Balasubramanian, C. Doetkott, C. Logue, M. Marchello, H. Gu, A. Kubiak, L. Nolan, J. Schneider, and R. Wiens.  2002.  Electronic nose system for meat quality evaluation.  Presented at the 2002 International Meeting of the American Society of Agricultural Engineers at Chicago, Illinois, 28-31 July. Paper No. 026094. St. Joseph, MI: ASAE.

Panda, S.S., D.D. Steele, and S. Panigrahi.  2002.  Precision water management using automated crop yield modeling.  Presented at the 2002 International Meeting of the American Society of Agricultural Engineers at Chicago, Illinois, 28-31 July. Paper No. 022251. St. Joseph, MI: ASAE.

Gautam, R.K., S. Panigrahi, S.S. Panda, and D. Franzen.  2002.  Prediction of petiole nitrate using statistical and neural network approach.  Presented at the 2002 International Meeting of the American Society of Agricultural Engineers at Chicago, Illinois, 28-31 July. Paper No. 021043. St. Joseph, MI: ASAE.

Borhan, Md. S., S. Panigrahi, J. Lorenzen, and H. Gu.  2001.  Evaluation of multi-spectral imaging techniques to predict chlorophyll and nitrogen status of potato leaves in the field. ASAE Paper No. 01-1153.  ASAE, St. Joseph, MI.

Borhan, Md. S., S. Panigrahi, J. Lorenzen, C. Ulven, and H. Gu.  2001.  Development of portable multi-spectral sensor to determine chlorophyll content in potato leaf. ASAE Paper No. 01-1176.  ASAE, St. Joseph, MI.

Panda, S.S. and S. Panigrahi.  2001.  Analysis of data mining techniques for selected biosystems. ASAE Paper No. 01-3049.  ASAE, St. Joseph, MI.

Panda, S.S. and S. Panigrahi.  2001.  Use of self-organizing map (SOM) for analysis of remotely sensed aerial images for crop yield prediction.  ASAE Paper No. 01-3115.  ASAE, St. Joseph, MI.

Panigrahi, S., A Kubiak, Ch. Wolf-Hall, and B. Kottpalli.  2001.  Evaluation of optical radiation techniques for control of food quality and toxins.  ASAE Paper No. 01-3089.  ASAE, St. Joseph, MI.

Gu, Huanzhong, S. Panigrahi, S. Haley, and M. McMullen.  2001.  Effect of dye concentration on spray coverage in wheat/barley heads.  ASAE Paper No. 01-1118.  ASAE, St. Joseph, MI.

Kizil, U., J.A. Lindley, and S. Panigrahi.  2001.  Determination of manure characteristics using gas sensors.  ASAE Paper No. 01-1024.  ASAE, St. Joseph, MI.

Panda, Sudhanshu Sekhar and S. Panigrahi.  2000.  Analysis of remotely sensed aerial images for precision farming.  ASAE Paper No. 00-3055.  ASAE, St. Joseph, MI.

Md. Saidul Borhan, S. Panigrahi, J. Lorenzen, and H. Gu.  2000. Multi-spectral imaging techniques for chlorophyll determination in potato leaves.  ASAE Paper No. 00-1008.  ASAE, St. Joseph, MI.

Kizil, Unal, S. Panigrahi, and J.A. Lindley.  2000.  Odor Sensor for manure management.  ASAE Paper No. 00-4046.  ASAE, St. Joseph, MI.

Panigrahi, S., H. Gu, V. Hofman, and M. McMullen.  2000.  SCES: an objective fungicide coverage evaluation system for control of fusarium head blight.  ASAE Paper No. 00-1115.  ASAE, St. Joseph, MI.

V. Hofman, M. McMullen, T. Gregorie, J. Lukach, S. Halley, J. Pederson, J. Moos, S. Panigrahi, D. Gu. 2000. Application of fungicide for suppression of fusarium head blight (scab). Extension Publication no. AE-118. NDSU.

Borhan, S. and S. Panigrahi. 1999. Multispectral imaging techniques for nitrogen determination in potato leaf. ASAE Paper No. 99-5005. St. Joseph, MI.

Gu, Huanzhong, S. Panigrahi, and V. Hofman. 1999. Evaluation of image processing technique for spray coverage evaluation of scab disease. ASAE Paper No. MBSK99-131. St. Joseph, MI.

Panigrahi, S., C. Detkott, and H. Gu. 1999. Evaluation of different color coordinates for color evaluation of food products. ASAE Paper No. 99-3156. St. Joseph, MI.

Panigrahi, S., H. Gu, V. Hofman, M. McMullen, and S. Halley. 1999. "SCES": An objective fungicide coverage evaluation system for control of fusarium head blight. 1999 National Fusarium Head Blight Forum. Sioux Falls, South Dakota. December.

Panigrahi, S., S. Borhan, M. Satter, and J. Lorenzen. 1999. Imaging techniques for chlorophyll determination in potato leaf. ASAE Paper No. MBSK99-129. St. Joseph, MI.

Zhang, Q., S. Panigrahi, M. Borhan, H. Gu. 1999. Techniques for corn yield prediction from corn aerial images-a neural network approach. ASAE Paper No. MBSK99-130. St. Joseph, MI.

Chtioui, Y and S. Panigrahi. 1999. Neuro-recognition. An interactive computer software for selected neural networks for classification and prediction. (In the process of copyrighting).

Panigrahi, S. 1999. On-the-go sensor for protein determination of wheat. In the process of filing patent. NDSU.

Chtioui, Y. and S. Panigrahi. 1999. Neuro-Recognition: A tool for Neural-Network-based classification. Unpublished Report. Dept of Ag & Biosystems Engineering. NDSU, Fargo, ND.

Chtioui, Y., S. Panigrahi, and L. Francl. 1999. Neuro-regress. Selected parametric and nonparametric regression tools for Chemometrics: A Technical report. Dept of Agricultural and Biosystems Engineering. NDSU. Fargo, ND.

Chtioui, Y, S. Panigrahi, and L. Francl. 1999. Neuro-regress. An interactive computer software for selected parametric and non-parametric (including neural networks) for chemometrics and prediction. (In the process of copyrighting).

Lund, S., S. Panigrahi, L. Schaper, D. Wiesenborn, and P. Orr. 1999. FrybleMax: A prototype expert system. A computer software. (In the process of copyrighting for subsequent distribution.

Zhang, Q., S. Panigrahi, R. Knighton and W. Perrizo. 1999. Neural network for predicting corn yield from aerial images. To be presented in the International ASAE meeting. Toronto, Canada.

McMullen, M., S. Halley, J. Pederson, J. Moos, V. Hofman, and S. Panigrahi. 1999. How spray nozzles, pressures and GPA affect coverage and fungicide efficacy for fusarium head blight control. Abstract to be presented at the North Central Division meeting of the American Phytopathological Society. Lincoln, NE.

Panigrahi, S., C. Doetkott, Y. Chtioui, and R. Marsh. 1998. Computer vision system for color evaluation of edible beans. ASAE Paper No. 98-3053. St. Joseph, MI.

Rajendran, R., S. Panigrahi, L. S. Dahleen, and P. Jauhar. 1998. Pattern recognition techniques for chromosome recognition by color computer vision. ASAE Paper No, 98-3052. St. Joseph, MI.

Hofman, V., S. Panigrahi, D. Preston, G. Secor, and N. Gudmastad. 1998. Spray coverage of potato plants using various applicators. 19th symposium on pesticide formulations and applications systems: Global Pest Control Formulations for the Next Millennium, ASTM STP 1273. October 20-21. 1998. Norfolk, Virginia.

Panigrahi, S. 1998. Computer-based emerging technologies for ND agriculture. Marketplace. Bismarck, ND.

Panigrahi, S. 1998. Experiences on using portable spectrometers for real-time measurements of agricultural products. Invited technical oral presentation during the 37th Annual Eastern Analytical Symposium and Exposition. Garden State Convention Center. Somerset, NJ. November 15-20.

Panigrahi, S., Computer Imaging Gives New Look At Spray Pattern, 1998. Interview by Tom Jirik. Agricultural Communication for News For North Dakotans.Panigrahi, S., V. Hofman. G. Secor, and D. Preston. 1997. A portable computer imaging system for spray coverage evaluation. Pesticide formulation and application systems. 18th Volume. ASTM STP 1347. J. Nalewaja and G. R. Scott. Eds. ASTM. 1998.

Other:   

Provided review for the senior design reports for the ABEN program.  (Dean Steele and Suranjan Panigrahi).

Panigrahi, S. and P. Das.  2002.  Fundamentals of database and data mining techniques for agricultural applications.  One-day continuing Professional Development Session #9.  International ASAE Annual conference at Chicago, IL.  July 28, 2002.  

Panigrahi, S.  2002.  Emerging technologies for bioscience research and development at universities.  Invited to talk by the Department of Physics, University of North Dakota, Grand Forks, ND.  December 13, 2002. 

Papers Presented: 

Gautam, R.K., S. Panigrahi, D. Franzen, and A. Sims.  2003.  Neural network models for soil nitrate prediction using imagery and non-imagery information.  ASAE Paper No. 03-3065. St. Joseph, MI.

Gautam, R.K., S. Panigrahi, H. Gu, and D. Franzen.  2003.  Genetic algorithm:  an overview for fertilizer optimization in the field.  ASAE Paper No. RRRV03-0022.  St. Joseph, MI.

Panda, S., S. Panigrahi, and R.K. Gautam.  2003.  Learning vector quantization-based classification for soil nutrient management.  ASAE Paper No. 033066.  St. Joseph, MI.

Panigrahi, S., H. Gu, and R.K. Gautam.  2003.  Meat quality assessment using fluorescence imaging technique.  ASAE Paper No. RRV03-0025.  St. Joseph, MI.

Nord, R. and S. Panigrahi.  2003.  Evaluation of headspace gas sensing techniques for quality assessment of beef using an electronic nose.  ASAE Paper No. 03-6184.  St. Joseph, MI.

Panda, S., S. Panigrahi, and R.K. Gautam.  2002.  Analysis of clustering techniques for predicting No3-N from aerial images.  ASAE Paper No. 02-3090.  St. Joseph, MI.

Borhan, M.S., S. Panigrahi, J. Lorenzen, C. Ulven, and H. Gu.  2001.  Development and evaluation of handheld sensor to predict chlorophyll and nitrogen status of the potato crop.  Paper presented 2001 ASAE Annual International Meeting, July 30-August 1, Sacramento, CA.  ASAE Paper No. 011176.  St. Joseph, MI.

Borhan, M.S., S. Panigrahi, J. Lorenzen, C. Ulven and H. Gu.  2001.  Evaluation of handheld spectral sensor to predict chlorophyll content of the potato crop.  Paper presented at North Central Intersectional conference of ASAE, South Dakota State University.  SASE Paper No. SD01-132.  St. Joseph, MI.

Gautam, R.K., S. Panigrahi.  2001.  Different clustering techniques for nutrient zone management.  Presented at the North Central Regional International ASAE meeting, Brookings, SD.  ASAE Paper No. SD 01-114.  St. Joseph, MI.

Kizil, U., S. Panigrahi, and A. Kubiak.  2001.  Development of prototype electronic nose system for meat quality assessment.  ASAE Paper No. SD 01-121.  St. Joseph, MI.

Kubiak, A., S. Panigrahi.  2001.  Overview of electronic sensing technologies for food safety applications.  ASAE Paper No. SD 01-120.  St. Joseph, MI.

Panda, S.S., S. Panigrahi.  2001.  Use of self-organizing map (SOM) for analysis of remotely sensed aerial images for crop yield prediction.  Presented at the 2001 ASAE Annual International meeting, Sacramento, CA.  July 29-Aug 1.  ASAE Paper No. 013116.  St. Joseph, MI.

Panda, S.S., S. Panigrahi, M.S. Borhan.  2001.  Analysis of data mining techniques for selected biosystems.  Presented at the 2001 ASAE Annual International meeting, Sacramento, CA.  July 29-Aug 1.  ASAE Paper No. 013049.  St. Joseph, MI.

Panda, S.S., S. Panigrahi, and N. Derby.  2001.  Crop yield prediction modeling using soil adjusted vegetation index.  (SAVI).  Presented in ASAE/CSAE North Central Sections conference, Brookings, SD.  Sept 28-29.  ASAE Paper No. SD 01-115.  St. Joseph, MI.

Panigrahi, S.  2001.  Spectroscopic techniques for discriminating confectionary sunflower.  (Abstract).  PITTCON.  New Orleans.

Panigrahi, S. and H. Gu.  2001.  Automatic segmentation techniques for analysis of micro-array images.  (Abstract).  Small Talk 2001 (the microfluidics, microarrays and BioMEMS conference and exhibition), August 27-31.  San Diego, CA.

Panigrahi, S., H. Gu, S. Halley, and M. McMullen.  2001.  Dye rate determination in spray coverage evaluation system for wheat/barley heads.  Paper presented in 2001 ASAE Annual International meeting, July 30-August 1, Sacramento, CA.  ASAE Paper No. 011118.  St. Joseph, MI.

Venugopal, M., S. Panigrahi, and H. Gu.  2001.  Fluorescence decay characteristics of sprayed fungicide (with dye) on wheat heads.  Paper presented in 2001 ASAE North Central Intersectional conference, Sept 28-29, Brookings, SD.  ASAE Paper No. SD01-128.  St. Joseph, MI.

Editing of Publications related to research:

Panigrahi, Suranjan.  2002.  Multi-spectral imaging techniques for nitrate and chlorophyll determination in potato leaves.  For journal publication.  March 28.  (Leslie Backer).

Panda, Sudhanshu Sekhar, Suranjan Panigrahi, and Nathan Derby.  2002.  Application of vegetation indices for crop yield prediction using neural network techniques.  For journal publication.  September 19.  (Leslie Backer).

Thesis Advisor:

Panda, Sudhanshu Sekhar.  Ph.D. Dissertation Title:  Data Mining Application in Production Management of Crop. May, 2003.

Authors ListABEN Department

Last Modified 12/15/04