Abstract
Self-reports are frequently used in coaching programs on dietary behavior since they provide information on time of food consumption, food types, and amounts in the temporal resolution of individual meal and snack intakes. However, the accuracy of self-reports is influenced by the respondent’s motivation, memorizing, and literate capabilities. The manual labor to complete reports cannot be sustained for several weeks and months, as it would be needed for adequate diet coaching. Computer-based solutions have been developed to reduce the respondent’s effort in filling forms. More recently, sensor-based monitoring approaches were developed, referred to as Automatic Dietary Monitoring (ADM), which target to eliminate manual intake recording entirely. This chapter introduces a technology-oriented taxonomy of dietary behavior assessments. Sensing and information technology concepts are reviewed that have been demonstrated or are applicable for dietary behavior assessment in monitoring programs and out-of-lab studies. The information provided by these monitoring technologies is categorized in four dietary monitoring dimensions: intake schedule, eating microstructure, meal composition and preparation, and consumed food amount. ADM-based solutions were grouped according to fundamental properties, in on-body, implantable, and ambient and installed technologies. On-body and implantable monitoring technologies are particularly applicable to derive eating microstructure information, whereas ambient monitoring techniques are beneficial in assessing food preparation, up to estimation of calorie and biomarker content. ADM can effectively eliminate respondent effort for intake recording and improve information quality and detail, as confirmed in initial focused studies. While ADM-based solutions are currently limited to monitoring individual dietary behavior dimensions only, further research is expected to broaden their application and integrating them with computer-based manual monitoring. A configuration of ADM techniques according to the specific monitoring goal will enable long-term diet coaching programs outside laboratories to address various diet-related diseases.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Abbreviations
- ADM:
-
Automatic Dietary Monitoring
- EGG:
-
Electrogastrography
- EMG:
-
Electromyography
- PDA:
-
Personal Digital Assistant
- RFID:
-
Radio-frequency-identification
References
Abell TL, Malagelada, JR. Dig Dis Sci. 1988;33:982–92.
Aguilera JM. J Food Eng. 2005;67:3–11.
Amft O, Tröster G. PHC 2006: Proceedings of the First International Conference on Pervasive Computing Technologies for Healthcare, ICST, IEEE digital library; 2006. pp. 1–10.
Amft O, Lukowicz P. IEEE Perv Comput. 2009;8:8–13.
Amft O, Tröster, G. Artif Intell Med. 2008;42:121–36.
Amft O, Tröster G. IEEE Perv Comput. 2009;8:62–70.
Amft O, Junker H, Tröster G. ISWC 2005: IEEE Proceedings of the Ninth International Symposium on Wearable Computers. IEEE Press; 2005a. pp. 160–3.
Amft O, Stäger M, Lukowicz P, Tröster G. UbiComp 2005: Proceedings of the 7th International Conference on Ubiquitous Computing, Berlin, Heidelberg: Springer; 2005b. vol 3660, pp. 56–72.
Amft O, Kusserow M, Tröster G. BSN 2007: Proceedings of the International Workshop on Wearable and Implantable Body Sensor Networks, Springer, IFMBE Proceedings; 2007a. vol. 13, pp. 242–7.
Amft O, Kusserow M, Tröster G. BIBM 2007: Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine. IEEE Press; 2007b. pp. 194–201.
Amft O, Kusserow M, Tröster G. IEEE Trans Biomed Eng. 2009;56:1663–72.
Amft O, Bannach D, Pirkl G, Kreil M, Lukowicz P. PerHealth 2010: Proceedings of the First IEEE PerCom Workshop on Pervasive Healthcare. IEEE; 2010, pp. 298–303.
Beasley J. J Am Diet Assoc. 2007;107:739.
Bechtold DA. J Genet. 2008;87:447–58.
Beigl M, Gellersen H-W, Schmidt A. Comput Netw. 35:2001;401–9.
Bellisle F. Nutr Metab Cardiovasc Dis. 2003;13:189–93.
Berkman ND, Bulik CM, Brownley KA, Lohr KN, Sedway JA, Rooks A, Gartlehner G. Agency for Healthcare Research and Quality, US Department of Health and Human Services; 2006.
Biro G, Hulshof KFAM, Ovesen L, Cruz JAA, Group EFCOSUM. Eur J Clin Nutr. 2002;56(Suppl 2):S25–32.
Boiron M, Rouleau P, Atipo B, Picon L, Metman EH. Dig Dis Sci. 1999;44:529–35.
Burke BS. J Am Diet Assoc. 1947;23:1041–6.
Burke LE, Warziski M, Starrett T, Choo J, Music E, Sereika S, Stark S, Sevick MA. J Ren Nutr. 2006;15:281–90.
Chang K-H, Liu S-Y, Chu H-H, Hsu J Y, Chen C, Lin T-Y, Chen C-Y, Huang P. Pervasive 2006: Proceedings of the 4th International Conference on Pervasive Computing. Berlin/Heidelberg: Springer; 2006. LNCS vol. 3968, pp. 366–82.
Cheng J, Amft O, Lukowicz P. Pervasive 2010: Proceedings of the 8th International Conference on Pervasive Computing. Springer; 2010. LNCS vol. 6030, pp. 319–336.
Chi P-Y, Chen J-H, Chu H-H, Lo J-L. Persuasive 2008: Proceedings Of The 3rd International Conference On Persuasive Technology. Springer; 2008. LNCS vol. 5033, pp. 116–27.
Chiu M, Chang S, Chang Y, Chu H, Chen C, Hsiao F, Ko J. Ubicomp 2009: Proceedings of the 11th International Conference on Ubiquitous Computing; 2009. pp. 185–94.
Danbolt C, Hult P, Grahn LT, Ask P. Dysphagia. 1999;14:191–5.
de Castro JM. J Nutr. 2004;134:104–11.
DeBelie N, Sivertsvik M, DeBaerdemaeker J. J Sound Vib. 2003;266:625–43.
Dellandrea E, Makris P, Boiron M, Vincent N. EURASIP 2003: Proceedings of the 4th Conference focused on Video/Image Processing and Multimedia Communications; 2003;2:619–24.
Epstein LH, Temple JL, Roemmich JN, Bouton ME. Psychol Rev. 2009;116:384–407.
Farshchi HR, Taylor MA, Macdonald IA. Int J Obes Relat Metab Disord. 2004;28:653–60.
Firmin H, Reilly S, Fourcin A. Department of Phonetics and Linguistics, University College London (UCL); 1997. vol. 10.
Fischer ARH, Jong AEID, Asselt EDV, Jonge RD, Frewer LJ, Nauta MJ. Risk Anal. 2007;27:1065–82.
Ford AL, Bergh C, Södersten P, Sabin MA, Hollinghurst S, Hunt LP, Shield JPH. Br Med J. 2010;340:b5388.
Gualdi-Russo E, Toselli S. Homo. 2002;53:1–16.
Häggman-Henrikson B, Eriksson P-O. J Dent Res. 2004;83:864–8.
Hauptmann A, Gao J, Yan R, Qi Y, Yang J, Wactlar H. IEEE Perv Comput. 2004;3:15–21.
Hiiemae KM, Palmer JB, Medicis SW, Hegener J, Jackson BS, Lieberman DE. Arch Oral Biol. 2002;47:11–27.
Hill RJ, Davies PS. Br J Nutr. 2001;85:415–30.
Honma M, Okada A, Nomura S, Inoue M, Yamada Y. J Oral Biosci. 2007;49:180–9.
Jequier E, Tappy L. Physiol Rev. 1999;79:451–80.
Juels A, Rivest RL, Szydlo, M. CCS 2003: Proceedings of the 10th ACM conference on Computer and communications security, ACM; 2003; pp. 103–11.
Junker H, Amft O, Lukowicz P, Tröster, G. Pattern Recogn. 2008;41:2010–24.
Kissileff HR, Guss JL. Appetite. 2001;36:70–8.
Kikunaga S, Tin T, Ishibashi G, Wang D-H, Kira S. J Nutr Sci Vitaminol. 2007;53:109–16.
Korioth TW, Waldron TW, Versluis A, Schulte JK. J Biomech. 1997;30:631–3.
Kranz M, Schmidt A, Maldonado A, Rusu RB, Beetz M, Hörnler B, Rigoll G. TEI 2007: Proceedings of the 1st international conference on Tangible and embedded interaction, ACM press; 2007. pp. 213–14.
Lambert N, Plumb J, Looise B, Johnson IT, Harvey I, Wheeler C, Robinson M, Rolfe P. J Hum Nutr Diet. 2005;18:243–54.
Logan B, Healey J, Philipose M, Tapia EM, Intille S. UbiComp 2007: Proceedings of the 9th International Conference on Ubiquitous Computing, Springer, LNCS. 2007;4717: 483–500.
Martin CK, Han H, Coulon SM, Allen HR, Champagne CM, Anton SD. Br J Nutr. 2009;101:446–56.
Negishi Y, Kawaguchi N. UCS 2007: Proceedings of the International Symposium on Ubiquitous Computing Systems, Springer, LNCS. 2007;4836:72–85.
Ngo J, Engelen A, Molag M, Roesle J, GarcÃa-Segovia P, Serra-Majem L. Br J Nutr. 2009;101(Suppl 2):S102–12.
Oenema A, Brug J. Prev Med. 2003;36:429–39.
Ono T, Hori K, Masuda Y, Hayashi T. Sensors. 2010;10:176–202.
Paineau DL, Beaufils F, Boulier A, Cassuto D-A, Chwalow J, Combris P, Couet C, Jouret B, Lafay L, Laville M, Mahe S, Ricour C, Romon M, Simon C, Tauber M, Valensi P, Chapalain V, Zourabichvili O, Bornet F. Arch Pediat Adol Med. 2008;162:34–43.
Patterson D, Fox D, Kautz H, Philipose M. ISWC 2005: Proceedings of the Ninth IEEE International Symposium on Wearable Computers, IEEE Press. pp. 44–51.
Palmer JB, Rudin NJ, Lara G, Crompton AW. Dysphagia. 1992;7:187–200.
Probst YC, Agnoli KD, Batterham M, Tapsell L. J Hum Nutr Diet. 2009;22:21–8.
Rypkema G, Adang E, Dicke H, Naber T, de Swart B, Disselhorst L, Golüke-Willemse G, Rikkert MO. J Nutr Health Aging. 2004;8:122–7.
Sandström B. Public Health Nutr. 2001;4:293–305.
Sazonov E, Schuckers S, Lopez-Meyer P, Makeyev O, Sazonova N, Melanson EL, Neuman M. Physiol Meas. 2008;29:525–41.
Schoeller DA. Metabolism. 1995;44:18–22.
Shroff G, Smailagic A, Siewiorek D. ISWC 2008: Proceedings of the 12th IEEE International Symposium on Wearable Computing, IEEE; 2008. pp. 119–20.
Siek KA, Connelly KH, Rogers Y, Rohwer P, Lambert D, Welch J. PHC 2006: Proceedings of the 1st International Conference on Pervasive Computing Technologies for Healthcare, ICST, IEEE digital library; 2006. pp. 1–10.
Stellar E, Shrager EE. Am J Clin Nutr. 1985;42:973–82.
Tenorth M, Bandouch J, Beetz M. THEMIS 2009: Proceedings of the IEEE Int’l Workshop on Tracking Humans for the Evaluation of their Motion in Image Sequences; 2009.
Valensi P, Cosson E. Diabetes Metab. 2006;32(Spec No2):2S37–41.
Welch JL, Siek KA, Connelly KH, Astroth KS, McManus MS, Scott L, Heo S, Kraus MA. Patient Educ Couns; 2009. Article in press.
Westerterp KR, Goris AHC. Curr Opin Clin Nutr Metab Care. 2002;5:489–93.
Westerterp-Plantenga MS, Wouters L, ten Hoor F. Physiol Behav. 1990;48:831–6.
Willett WC. Am J Clin Nutr. 1994;59:171S–4S.
Willett WC. Nutritional Epidemiology, Oxford University Press; 1990.
Wing RR, Phelan S. Am J Clin Nutr. 2005;82:222S–5S.
Wieskotten S, Heinke S, Wabel P, Moissl U, Becker J, Pirlich M, Keymling M, Isermann R. Physiol Meas. 2008;29:639–54.
Witschi JC. In: Willett W, editor. Nutritional Epidemiology, Oxford University Press;1990. pp. 52–68.
Wylie-Rosett J, Wassertheil-Smoller S, Elmer P. Patient Educ Couns. 1990;15:217–27.
Yamaguchi K, Yamaguchi T, Odaka T, Saisho H. J Gastroenterol Hepatol. 2006;21:510–14.
Yon BA, Johnson RK, Harvey-Berino J, Gold BC. J Am Diet Assoc. 2006;106:1256–9.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer Science+Business Media, LLC
About this chapter
Cite this chapter
Amft, O. (2011). Ambient, On-Body, and Implantable Monitoring Technologies to Assess Dietary Behavior. In: Preedy, V., Watson, R., Martin, C. (eds) Handbook of Behavior, Food and Nutrition. Springer, New York, NY. https://doi.org/10.1007/978-0-387-92271-3_219
Download citation
DOI: https://doi.org/10.1007/978-0-387-92271-3_219
Published:
Publisher Name: Springer, New York, NY
Print ISBN: 978-0-387-92270-6
Online ISBN: 978-0-387-92271-3
eBook Packages: MedicineMedicine (R0)