Spoilage monitoring
|
8 QCM coated with metallo-porphyrins |
Beef (raw) |
0, 4, 8, 12 or 16 °C 19 days |
Microbiological analysis, sensory analysis |
PCA, DFA, SVM |
Papadopoulou et al. (2013)Papadopoulou, O. S., Panagou, E. Z., Mohareb, F. R., & Nychas, G. J. E. (2013). Sensory and microbiological quality assessment of beef fillets using a portable electronic nose in tandem with support vector machine analysis. Food Research International, 50(1), 241-249. http://dx.doi.org/10.1016/j.foodres.2012.10.020. http://dx.doi.org/10.1016/j.foodres.2012...
|
10 MOS |
Beef (raw) |
2 °C 14 days |
TVBN, microbiological analysis, sensory analysis |
PCA, LDA, ANN: BPNN, GRNN, LOO, MD |
Hong et al. (2012)Hong, X., Wang, J., & Hai, Z. (2012). Discrimination and prediction of multiple beef freshness indexes based on electronic nose. Sensors and Actuators B, Chemical, 161(1), 381-389. http://dx.doi.org/10.1016/j.snb.2011.10.048. http://dx.doi.org/10.1016/j.snb.2011.10....
|
10 MOS |
Beef (raw) |
4, 8 or 16 °C 12 days MAP |
TBA, color evaluation, CO2 determination, microbiological analysis |
PCA, CA |
Limbo et al. (2010)Limbo, S., Torri, L., Sinelli, N., Franzetti, L., & Casiraghi, E. (2010). Evaluation and predictive modelling of shelf life of minced beef stored in high-oxygen modified atmosphere packaging at different temperatures. Meat Science, 84(1), 129-136. http://dx.doi.org/10.1016/j.meatsci.2009.08.035. PMid:20374764. http://dx.doi.org/10.1016/j.meatsci.2009...
|
6 MOS |
Beef (raw) |
20 °C 6 days |
- |
Output of each sensor expressed in function of time of storage |
Zhang et al. (2008)Zhang, Z., Tong, J., Chen, D., & Lan, Y. (2008). Electronic nose with an air sensor matrix for detecting beef freshness. Journal of Bionics Engineering, 5(1), 67-73. http://dx.doi.org/10.1016/S1672-6529(08)60008-6. http://dx.doi.org/10.1016/S1672-6529(08)...
|
6 tin oxide sensors based TGS temperature sensor humidity sensor |
Beef, sheep (raw) |
4 °C 15 days |
Microbiological analysis TVC |
PCA, PLS, SVM |
El Barbri et al. (2008)El Barbri, N., Llobet, E., El Bari, N., Correig, X., & Bouchikhi, B. (2008). Electronic nose based on metal oxide semiconductor sensors as an alternative technique for the spoilage classification of red meat. Sensors (Basel, Switzerland), 8(1), 142-156. http://dx.doi.org/10.3390/s8010142. http://dx.doi.org/10.3390/s8010142...
|
Colorimetric array of 16 sensing materials |
Poultry (boiled marinated turkey) |
0, 3, 10, 17, 24, 31, 38 and 45 days; MAP (30% CO2, 70% N2) |
Microbiological analysis, sensory analysis |
HCA, PLS |
Salinas et al. (2014a)Salinas, Y., Ros-Lis, J. V., Vivancos, J. L., Martínez-Mánez, R., Aucejo, S., Herranz, N., Lorente, I., & Garcia, E. (2014a). A chromogenic sensor array for boiled marinated turkey freshness monitoring. Sensors and Actuators. B, Chemical, 190, 326-333. http://dx.doi.org/10.1016/j.snb.2013.08.075. http://dx.doi.org/10.1016/j.snb.2013.08....
|
Colorimetric sensor array |
Poultry (raw chicken breast fillet) |
4 °C; day 1 to 9 |
Total volatile basic nitrogen |
OLDA and adaptive boosting (AdaBoost); LA, BPNN |
Chen et al. (2014)Chen, Q., Hui, Z., Zhao, J., & Ouyang, Q. (2014). Evaluation of chicken freshness using a low-cost colorimetric sensor array with AdaBooste-OLDA classification algorithm. LWT – Food Science and Technology (Campinas.), 57, 502-507.
|
18 MOS |
Poultry (oxidized chicken fat) |
- |
Free fatty acid analysis, PV, p-AV and AV, GC-MS |
PLS |
Song et al. (2013)Song, S., Yuan, L., Zhang, X., Hayat, K., Chen, H., Liu, F., Xiao, Z., & Niu, Y. (2013). Rapid measuring and modelling flavour quality changes of oxidised chicken fat by electronic nose profiles through the partial least squares regression analysis. Food Chemistry, 141(4), 4278-4288. http://dx.doi.org/10.1016/j.foodchem.2013.07.009. PMid:23993616. http://dx.doi.org/10.1016/j.foodchem.201...
|
Colorimetric sensor array of seven sensing |
Pork (fresh pork meat sausages) |
MAP, 4 °C |
Sensory evaluation Microbial analysis |
PCA, PLS The K-nearest neighbor classifier |
Salinas et al. (2014b)Salinas, Y., Ros-Lis, J. V., Vivancos, J. L., Martínez-Máñez, R., Marcos, M. D., Aucejo, S., Herranz, N., Lorente, I., & Garcia, E. (2014b). A novel colorimetric sensor array for monitoring fresh pork sausages spoilage. Food Control, 35(1), 166-176. http://dx.doi.org/10.1016/j.foodcont.2013.06.043. http://dx.doi.org/10.1016/j.foodcont.201...
|
6 ion mobility sensors, MOS |
Pork (cooked pork meat sausage) |
5 °C 21 days MAP |
Sensory analysis |
PCA |
Vestergaard et al. (2007)Vestergaard, J. S., Martens, M., & Turkki, P. (2007). Application of an electronic nose system for prediction of sensory quality changes of a meat product (pizza topping) during storage. LWT – Food Science and Technology (Campinas.), 40, 1095-1101.
|
11 MOS |
Pork (raw) |
4 °C 11 days |
TVBN |
PCA, BPNN |
Huang et al. (2014a)Huang, L., Zhao, J., Chen, Q., & Zhang, Y. (2014a). Nondestructive measurement of total volatile basic nitrogen (TVB-N) in pork meat by integrating near infrared spectroscopy, computer vision and electronic nose techniques. Food Chemistry, 145, 228-236. http://dx.doi.org/10.1016/j.foodchem.2013.06.073. PMid:24128472. http://dx.doi.org/10.1016/j.foodchem.201...
|
Colorimetric gas-sensor array |
Pork |
5 °C; 7 days |
Biogenic amine, The total viable bacterial count |
PCA, PLS |
Huang et al. (2014b)Huang, X. W., Zou, X. B., Shi, J. Y., Guo, Y., Zhao, J. W., Zhang, J., & Hao, L. (2014b). Determination of pork spoilage by colorimetric gas sensor array based on natural pigments. Food Chemistry, 145, 549-554. http://dx.doi.org/10.1016/j.foodchem.2013.08.101. PMid:24128513. http://dx.doi.org/10.1016/j.foodchem.201...
|
8 MOS |
Pork (raw) |
5, 10 or 15 °C 7 days |
TVBN, microbiological analysis, sensory analysis |
PCA |
Tian et al. (2012)Tian, X.-Y., Cai, Q., & Zhang, Y.-M. (2012). Rapid classification of hairtail fish and pork freshness using an electronic nose based on the PCA method. Sensors (Basel, Switzerland), 12(1), 260-277. PMid:22368468.
|
18 MOS |
Pork (raw) |
4 °C 10 days |
Microbiological analysis |
PCA, PLS, LOO-CV, SVR |
Wang et al. (2012)Wang, D., Wang, X., Liu, T., & Liu, Y. (2012). Prediction of total viable counts on chilled pork using an electronic nose combined with support vector machine. Meat Science, 90(2), 373-377. http://dx.doi.org/10.1016/j.meatsci.2011.07.025. PMid:21871741. http://dx.doi.org/10.1016/j.meatsci.2011...
|
8 QCM coated with poly-pyrrole derivatives |
Pork (raw) |
0, 5, 10, 15 or 20 °C Aerobic conditions and MAP |
Microbiological analysis, sensory analysis |
PCA, SVM |
Papadopoulou et al. (2011)Papadopoulou, O. S., Tassou, C. C., Schiavo, L., Nychas, G. J. E., & Panagou, E. Z. (2011). Rapid assessment of meat quality by means of an electronic nose and support vector machines. Procedia Food Science, 1, 2003-2006. http://dx.doi.org/10.1016/j.profoo.2011.09.295. http://dx.doi.org/10.1016/j.profoo.2011....
|
38 MOS |
Pork (raw) |
4 or 25 °C 8 days |
- |
LDA, LOO |
Musatov et al. (2010)Musatov, V. Y., Sysoev, V. V., Sommer, M., & Kiselev, I. (2010). Assessment of meat freshness with metal oxide sensor microarray electronic nose: A practical approach. Sensors and Actuators. B, Chemical, 144(1), 99-103. http://dx.doi.org/10.1016/j.snb.2009.10.040. http://dx.doi.org/10.1016/j.snb.2009.10....
|
FishNose prototype with 6 gas sensor array |
Salmon (cold smoked) |
5 °C, 10 °C VP |
Sensory analysis (based on QDA) GC–MS, GC–O |
PLS, PCA |
Jonsdottir et al. (2008)Jonsdottir, R., Olafsdottir, G., Chanie, E., & Haugen, J. E. (2008). Volatile compounds suitable for rapid detection as quality indicators of cold smoked salmon (Salmo salar ).Food Chemistry, 109(1), 184-195. http://dx.doi.org/10.1016/j.foodchem.2007.12.006. PMid:26054280. http://dx.doi.org/10.1016/j.foodchem.200...
|
Differentiation between types of meat
|
SAW sensor |
Pork, mutton, chicken, beef sausages |
–20 °C |
GCMS-HS |
PCA |
Nurjuliana et al. (2011)Nurjuliana, M., Che Man, Y. B., Mat Hashim, D., & Mohamed, A. K. S. (2011). Rapid identification of pork for . halal authentication using the electronic nose and gas chromatography mass spectrometer with headspace analyserMeat Science, 88(4), 638-644. http://dx.doi.org/10.1016/j.meatsci.2011.02.022. PMid:21420795. http://dx.doi.org/10.1016/j.meatsci.2011...
|
10 MOS |
Mutton, pork |
–18 °C |
- |
CDA, BDA, PLS, MLR, NN |
Tian et al. (2013)Tian, X., Wang, J., & Cui, S. (2013). Analysis of pork adulteration in minced mutton using electronic nose of metal oxide sensors. Journal of Food Engineering, 119(4), 744-749. http://dx.doi.org/10.1016/j.jfoodeng.2013.07.004. http://dx.doi.org/10.1016/j.jfoodeng.201...
|
Evaluation the effect of dietary supplementation of animals
|
32 conducting polymer sensors |
Steer |
–70 °C, VP |
FRAP, ABTS_+, CAT, SOD, GPX, GSH/ GSSG, a-tocopherol, TBARS |
PCC, LDA |
Descalzo et al. (2007)Descalzo, A. M., Rossetti, L., Grigioni, G., Irurueta, M., Sancho, A. M., Carrete, J., & Pensel, N. A. (2007). Antioxidant status and odour profile in fresh beef from pasture or grain-fed cattle. Meat Science, 75(2), 299-307. http://dx.doi.org/10.1016/j.meatsci.2006.07.015. PMid:22063662. http://dx.doi.org/10.1016/j.meatsci.2006...
|
GC/FID with the AroChemBase |
pork |
–21 °C, 1 month |
vitamin E, fatty acids, basic compositions |
ANOVA |
Wojtasik-Kalinowska et al. (2016)Wojtasik-Kalinowska, I., Guzek, D., Górska-Horczyczak, E., Głąbska, D., Brodowska, M., Sun, D.-W., & Wierzbicka, A. (2016). Volatile compounds and fatty acids profile in muscle from pigs fed with feed containing bioactive components. Longissimus dorsiLWT – Food Science and Technology (Campinas.), 67, 112-117.
|
Process monitoring in the production
|
16 semiconductor sensors |
Pork, Iberian ham |
5, 10, 13 months |
sensory analysis |
PCA, ANN |
Santos et al. (2004)Santos, J. P., Garcia, M., Aleixandre, M., Horrillo, M. C., Gutierrez, J., Sayago, I., Fernandez, M. J., & Ares, L. (2004). Electronic nose for identification of pig feeding and ripening time in Iberian hams. Meat Science, 66(3), 727-732. http://dx.doi.org/10.1016/j.meatsci.2003.07.005. PMid:22060883. http://dx.doi.org/10.1016/j.meatsci.2003...
|
12 MOS |
pork sausages |
5, 7, 10, 14 seasoning days |
HS-SPME/GC–MS, HPLC |
DFA |
Lippolis et al. (2016)Lippolis, V., Ferrara, M., Cervellieri, S., Damascelli, A., Epifani, F., Pascale, M., & Perrone, G. (2016). Rapid prediction of ochratoxin A-producing strains of Penicillium on dry-cured meat by MOS-based electronic nose. International Journal of Food Microbiology, 218, 71-77. http://dx.doi.org/10.1016/j.ijfoodmicro.2015.11.011. PMid:26619315. http://dx.doi.org/10.1016/j.ijfoodmicro....
|
Specific purposes (boar taint and WOF evaluation)
|
IMCELL1 with 6 channels IMC, SCCELL as a seventh sensor |
Pork (male pig) |
–80 °C, +5 °C |
Spectrophotometric method, ELISA-systems, sensory analysis |
PLS, PCA |
Vestergaard et al. (2006)Vestergaard, J. S., Haugen, J. E., & Byrne, D. V. (2006). Application of an electronic nose for measurements of boar taint in entire male pigs. Meat Science, 74(3), 564-577. http://dx.doi.org/10.1016/j.meatsci.2006.05.005. PMid:22063061. http://dx.doi.org/10.1016/j.meatsci.2006...
|
10 MOSFET 12 MOS |
Pork (cooked, raw-stored and reheated pork meatballs) |
4 °C 0, 2 and 4 days |
GC, HPLC, sensory analysis |
PLSR |
Tikk et al. (2008)Tikk, K., Haugen, J. E., Andersen, H. J., & Aaslyng, M. D. (2008). Monitoring of warmed-over flavour pork using the electronic nose: correlation to sensory attributes and secondary lipid oxidation products. Meat Science, 80(4), 1254-1263. http://dx.doi.org/10.1016/j.meatsci.2008.05.040. PMid:22063866. http://dx.doi.org/10.1016/j.meatsci.2008...
|
Colorimetric sensor array |
Poultry (cooked chicken) |
4 °C; 6 days reheated in a water bath at 100 °C |
TBARS, GC |
PCA, PLSR, HCA |
Kim et al. (2016)Kim, S.-Y., Li, J., Lim, N.-R., Kang, B.-S., & Park, H.-J. (2016). Prediction of warmed-over flavour development in cooked chicken by colorimetric sensor array. Food Chemistry, 211, 440-447. http://dx.doi.org/10.1016/j.foodchem.2016.05.084. PMid:27283653. http://dx.doi.org/10.1016/j.foodchem.201...
|