ArticlePDF Available

RFID Technologies for Cold Chain Applications

Authors:
  • Food Chain Intelligence
  • Start Afresh Limited
4
REVIEW ARTICLE
Bulletin 2008-4
ENGLISH
4
REVIEW ARTICLE
by
Silvia Estrada-Flores(a), David Tanner(b)
(a)e-mail: silvia@food-chain.com.au
(b)e-mail: david.tanner@zespri.com
Dr Silvia Estrada-Flores is Principal Consultant and founder of Food Chain Intelligence. Previ-
ously, Silvia was a Senior Researcher at Food Science Australia (a joint venture of CSIRO and the
Victorian Government) in Sydney. Silvia has over 16 years of experience in the management of
cold chains for food and pharmaceutical products. She is an Australian representative in Com-
mission D2 of the International Institute of Refrigeration and a member of the Australian Institute
of Refrigeration, Air Conditioning and Heating. Silvia recently joined the Advisory Board of the
International Journal of Refrigeration and she is a member of the Editorial Board of Food and
Bioprocess Technology (Springer). Silvia has published two book chapters and more than twenty
articles in scientifi c and trade journals. She currently publishes a newsletter entitled Chain of
Thought, accessible at www.food-chain.com.
Dr David Tanner is the Technical Manager – Global Supply Chain for ZESPRI International Ltd.
This role covers management of quality standards across seven international kiwifruit supply
regions, packaging management, quality audit management and technical support to operations
from kiwifruit harvest through to delivery to customer. Dr Tanner has over 14 years experience
in managing and conducting commercially-focused research and development, with specialist
experience in the modelling of refrigeration and packaging interactions. David has a Bachelors
degree in Horticultural Technology and a PhD in Food Engineering from Massey University in
New Zealand. He is active in the International Institute of Refrigeration (IIR), particularly in the area
of refrigerated storage and transport. He is current President of the Science and Technology
Council of the International Institute of Refrigeration.
INTRODUCTION
Much has been written about the need for temperature monitoring of the cold chain for environmentally sensitive
goods.1-4
The emphasis on this issue stems from the critical role that temperature has on the social, economic and environmen-
tal performance of food supply chains:
in a social context, food safety is an important driver of quality
assurance systems in chilled and frozen goods. Temperature
is second on the list of factors causing food borne illness,
surpassed only by the initial microfl ora present in foods.1,5
Regarding health, pharmaceuticals and more widely health
products use more and more controlled temperature logis-
tics;
in an economic context, the profi tability of fresh supply chains
is highly reliant on the reduction of product shrinkage. The IIR
gures indicate that about 300 million tonnes of produce are
wasted annually through defi cient refrigeration worldwide.6
The wastage problem is not particular to developing nations;
for example, in the US, the food industry annually discards
USD35 billion worth of spoiled goods;7
in an environmental context, both food wastage and the wast-
age of resources used to grow the unused products need to
be highlighted.
Radio Frequency Identifi cation (RFID) technologies are said to improve the performance of perishable supply chains
through the following uses:
Figure 1. Conceptualization of an RFID system
for monitoring cargo and air temperatures
in a refrigerated transport system
5
REVIEW ARTICLE
Bulletin 2008-4
a) as a means to track the geographical position of individual packages, pallets, shipping containers, or trucks,
which can be stationary or in movement during distribution;
b) as a means to identify items through a unique electronic product code (EPC) or other barcode alternatives;
c) as a means to store real-time environmental data (including temperature) and transmit this information in near
real-time, allowing corrective actions to be taken before products are irrevocably damaged.
Although there is a scarcity of published studies that report the specifi c benefi ts of RFID on perishable supply chains,
case studies in the retail industry8 suggest potential savings at a retail level, especially: increase in sales, shrinkage
reduction, labour cost reduction and improved transparency in the supply chain.
These potential benefi ts have attracted industry interest. However, between 2004 and 2006, optimism turned to
scepticism about the technology and its benefi ts.9 A signifi cant proportion of RFID deployments remain exploratory:
companies are not taking for granted the potential benefi ts described by RFID vendors and are assessing the results
in their own chains with pilot projects. Often, companies undertake RFID pilot trials to fulfi l retailers’ requests and
to comply with food safety regulations, but fail to demonstrate a return on investment that justifi es the use of the
technology.
This review article note aims to explain the principles, advantages and disadvantages of RFID-based monitoring
technologies for the cold chain of perishables. A shorter version will be published in the near future in the form of an
Informatory Note: www.iifi ir.org
Principles of RFID technologies for cold chain applications
An RFID system for cold chain purposes generally encompasses a sensor, a tag and a reader, that communicate with
each other by means of radio transmission. RFID tags can store an EPC for logistics management purposes, and, if
equipped with the appropriate sensor and battery power, a limited number of temperature readings. RFID tags can
be separated into the following categories10:
1. Passive RFID tags. These tags rely on the power supplied by the reader. When radio waves from the reader are
encountered by a passive RFID tag, the coiled antenna within the tag forms a magnetic fi eld. The tag draws power
from it, energizing the circuits in the tag. The tag then sends the information encoded in the tag’s memory. The lack
of an integrated power supply means that passive tags can be very small. Therefore, passive tags can be embedded
in stickers and other similarly fl at presentations.
2. Active RFID systems are battery-powered. The reliability of active tags is typically higher than passive tags
due to the ability for active tags to conduct a “session” with a reader. Active tags also transmit at higher power levels
than passive tags, allowing them to be more effective in environments commonly found during food distribution. Ex-
amples of these situations could be the transmission of information in crowded enclosures (e.g. humans, cattle); data
transmission from tags attached to boxes, which may be placed in the middle of a tightly packed container of fruit,
meat or other products with high moisture contents; transmission through metallic walls (e.g. shipping containers,
trucks), or transmission from long distances (e.g. containers in transit).
3. Semi-passive tags. These systems are also battery-powered. However, they use the passive RFID interface,
thus allowing wireless access to the device without using the internal power source. The battery size is therefore
smaller than in the active tags.
The preferred RFID embodiments for environmental monitoring of food supply chains are semi-passive or active tags
coupled with sensors. Tags can collect a wide range of information11 such as temperature, humidity, shock/vibration,
light, radiation, and concentration of gases (e.g. ethylene). The information collected by the tags is “harvested” by a
gateway or hub, which then transmits the data to a server, though the use of digital mobile telephony (GSM) or local
area networks, which can be wireless (WLAN) or with wired Ethernet connection (LAN). Data collected in the server
can then be stored and analysed, allowing the automatic generation of notifi cations and events. A Web portal may
display historic temperature data, frequency data and may trigger alerts for the users, transmitted via SMS messages
or e-mails. Given that the information is in real-time, or near real-time, sudden situations that endanger the integrity
of the goods can be addressed promptly, as opposed to traditional monitoring techniques that only allow analysis
of past temperatures and events.
Limitations of cold chain monitoring
systems based on RFID
A number of concerns have been raised in regards to the use of RFID tech-
nologies. Some of these are general issues related to all RFID applications
(e.g. security and privacy concerns, legislative concerns, intellectual property
right issues and health risks linked to RFID frequencies). We emphasize in
the following paragraphs specifi c issues detected in cold chain applications:
Reliability. For example, readers failing to register tagged pallets or that
boxes still exist, due to the harsh conditions in which tags have to operate Figure 2. An RFID tag. Courtesy of Mark
Lohmann, CHILL-ON project
6
REVIEW ARTICLE
ENGLISH
Bulletin 2008-4
(e.g. exposure to direct forklift impacts, excessive vibration, high humidity environments, multiple tag orientations
and distances with respect to readers).
Lack of uniformity in global standards. Numerous standards and regulations on frequencies and radio spec-
trum have been adopted in different countries, which in turn have inhibited development of a global standard for
RFID. The two main global organizations undertaking work on RFID standards are EPCglobal and the International
Organization for Standardization, and efforts to unify the standards of both organizations are well underway.12
Diffi culty of establishing a return on investment (ROI). The “cost” of this technology has been cited frequently
as a reason for the slow uptake.13 However, in the case of cold chain applications, the actual information may be
much more valuable than the cost of the tags. Rather than cost alone, the failure to accurately undertake a calculation
of ROI, including tangible and intangible benefi ts has been highlighted as a signifi cant factor for the slow growth of
RFID-based cold chain monitoring.14 Efforts carried out to investigate the economic impact of monitoring tempera-
ture during the distribution of perishables and the associated quality loss have been published.15-16 However, the
impact of depreciation, insurance premiums, labour added or taken out of the chain due to RFID monitoring, costs of
pilot trials and the distribution of RFID advantages to supply chain players has not been fully integrated in published
case studies.
Troubleshooting and data-driven decision making tools. Active-RFID monitoring can potentially generate
large amounts of temperature data, and its interpretation can be overwhelming. Therefore, the full potential value of
RFID is limited by the structures and processes that companies have in place to take advantage of that potential.17
In current RFID applications, the tools to interpret real-time temperature information and provide practical steps to
correct temperature deviations or to plan the next stages for product distribution are underdeveloped.
Accuracy. For most cold chain applications, a sensor accuracy of ±0.5°C or better is expected. However, mass
production of RFID tags requires a calibration method that is simple and inexpensive, yet reliable enough to ensure
the desired accuracy in all active tags manufactured. Calibration procedures may be different between manufactur-
ers and models.
Placement of RFID sensors and representation of spatial variation of cargo temperatures. A company
may decide to instrument only a percentage of the total number of boxes moved through the supply chain with tem-
perature monitoring RFID sensors. In this case, care must be taken in placing these sensors in enough numbers and
in locations that are representative of the entire load. The thermal behaviour of transport and storage systems varies
signifi cantly depending on the type of product, stowage practices, packaging and many other factors. Therefore,
some experimental trials or the use of models will be necessary to select adequate locations for the RFID sensors.
Lack of collaboration in the supply chain. Inevitably, the use of RFID sensors will disclose information that,
although benefi cial, can challenge beliefs and operations of growers, manufacturers, logistics providers or retailers
involved in the supply chain monitored. Therefore, an RFID strategy needs to account for the reaction of supply chain
partners to the information collected. These reactions will be driven by group and individual interests, personalities
and the level of cooperation in the chain. Obtaining the required level of trust and cooperation across the supply chain
is probably one of the greatest challenges for the successful adoption of RFID technologies.
Consumer adoption of RFID. This topic involves a large number of issues, including concerns about the dis-
closure of private information (such as shopping habits) and health concerns. However, another obstacle is the lack
of apparent benefi t for consumers from RFID monitoring. After all, many consumers take food safety and quality for
granted and consumers trust that their favourite products and brands will be available every time they go to the su-
permarket. Therefore, the supply chain benefi ts of RFID may need to be more evident for consumers. One option is
the RFID-enabled domestic refrigerator. Several prototypes of RFID-enabled refrigerators have been developed by
appliance manufacturers with functions such as sending a shopping list to the owner’s cellphone or directly to the
supermarket. So far, the uptake of these refrigerators has failed to motivate manufacturers to scale up production.
Applications and benefi ts of RFID-based cold chain monitoring
There is no shortage of published examples of RFID applications in the food and pharmaceutical industries. However,
it is diffi cult to discern from the information publicly available which trials have evolved from pilot studies into full
commercial implementations. Furthermore, updated information about the outcomes of past commercial pilot trials
is sensitive and mostly unavailable to the general public.
Figure 3. An RFID tag.
Courtesy of Behnam Jamali, The University of Adelaide
7
REVIEW ARTICLE
Bulletin 2008-4
Table 1. Examples of commercial pilot trials of RFID cold chain monitoring
(Source: all of these cases were published in the RFID Journal Web site18)
Company Supply chain link Application Pilot
trial
year
Approximate
Implementation
Costs
Reason for RFID uptake
Ballantine Pro-
duce (US)
Grower and dis-
tributor
Tracking fresh fruit shipments
(nectarines, peaches, grapes) from
packing house to retail DC
2005 USD400 000 Competitive advantage (1st fruit
supplier to comply with Wal-
Mart’s RFID initiative)
Envirotainer
(Sweden)
Air freight Tracking air shipments of
temperature-sensitive goods
2002 Unknown Competitive advantage
DHL (Europe) Delivery and
logistics company
Monitoring temperatures of
refrigerated vans
2007 Unknown Quality assurance for
pharmaceuticals
Manor
(Switzerland)
Retail Monitoring of supermarket freezers
and refrigerators
2003 USD330 000
(30 stores
instrumented)
Decrease of shrinkage due to
food spoilage and better
response to equipment failures
Unilever
(Hungary)
Ice cream
manufacturer
Tracking of ice cream temperatures
from manufacturing to retail display
cabinets
2007 Unknown Quality assurance throughout
the chain
ASD Healthcare
(US)
Pharmaceutical
manufacturer
Monitoring of refrigerators and
individual packages at hospitals
2007 Unknown Quality assurance throughout
the chain
Apo Conerpo-
University of
Parma (Italy)
Grower Tracking the entire supply chain of
fresh cherries
2007 Unknown Quality assurance throughout
the chain and management of
ripeness
Rio Blanco
(Chile)
Grower Tracking of avocado temperatures
during road transport segments of
shipments from Chilean grower to
US buyer (i.e. excluding sea voyage)
2007 Unknown Quality assurance of avocado
shipments
Chiquita Brands-
University of Ar-
kansas-Deloitte
Consulting (US)
Marketer, producer
and distributor of
fresh fruit
Trial shipment of 20 pallets in a
refrigerated container transported
by road
2006 Unknown Quality assurance
Samworth (UK) Food marketer and
distributor
Tracking of temperatures inside
refrigerated trucks transporting
meats, salads, desserts and other
perishable items
2005 Unknown Maximize shelf life and avoid
shrinkage due to spoilage
TNT
(The Netherlands)
Logistics and
global express
services
Tracking temperatures of health-care,
pharmaceutical and chemical goods
as they move along the supply chain
(Asia only)
2006 USD500 000 Supply chain of TNT’s Life Sci-
ence Regional DC in Singapore
to a distribution hub in Bangkok,
Thailand, plus shipments fl own
from the Singapore DC to a hub
in Shanghai.
In retail, Wal-Mart stores and more recently Carrefour and Metro have adopted (and asked suppliers to adopt) digital-
tagging technologies, including RFID. However, at this stage Wal-Mart has not required temperature tracking of
perishable goods. The third largest retailer in the US, Kroger Co. (Kroger supermarket chain), has trialled RFID tem-
perature monitoring with their suppliers. However, the business case for RFID remains to be proven, as stated by a
Kroger spokesperson19: “We continue to execute internal pilots with our supplier partners where we see the potential
for compelling business process and operating improvements”.
Case studies in the retail industry suggest the following potential savings8:
an increase in sales of 1–2% due to reduced out-of-stock;
shrinkage reduction of 10%;
labour cost reductions of 20% in warehouses;
20-30% reduction in inventory due to lower safety stock;
improved return on investment;
transformation to a demand-driven enterprise;
improvement of visibility and transparency in the supply chain.
8
REVIEW ARTICLE
ENGLISH
Bulletin 2008-4
Looking into the future of RFID for cold chain applications
New developments include:
(a) The combination of RFID technology and time-temperature indica-
tors (TTI). This opens up the possibility of tracking shelf life of chilled
and frozen products remotely. In Europe, a prototype of an electronic
component that allows the connection of chemically based TTI to RFID
transponders has been designed. The RFID-TTI work programme is
being managed under an umbrella project (“CHILL-ON). A consortium
of 27 companies is backing the project.20
(b) Wireless technologies that allow gathering of data and exchange
of real-time information with supply chain partners. An example is the
wireless ‘mesh’ network technology.21
(c) Multi-sensing RFID nanosensors. The development of the smart
sensor is being funded through the EU’s GoodFood programme and
involves researchers and industry in Italy, Spain, and Germany. The
sensor will incorporate ultra-low-power gas sensors along with a thin
lm battery, allowing data acquisition and storage when no reader is
present. This design allows the user to access both the traceability
and sensor information even when the on-board battery is exhausted.22
(d) Temperature sensors integrated to RFID tags require continuous power, which is usually supplied by the battery
on the tag. The extra power required not only signifi cantly increases the cost of the hardware and makes it heavy and
bulky, but also limits a tag’s lifetime. Researchers at the Auto-ID Lab (St. Gallen, Switzerland) have proposed an ambi-
ent energy scavenging system as a method to power sensors on battery-free RFID tags for continuous temperature
monitoring. Work on this innovation continues.23
Conclusion
RFID is a promising technology that can provide numerous benefi ts in temperature monitoring and performance of
perishable supply chains. The main limitations are: (a) a relatively high cost; (b) diffi culties in calculating a ROI; and (c)
reliability and accuracy, which should be further improved for cold chain applications.
Recommendations
A temperature-controlled supply chain is very important to ensure that the consumer receives high quality and
safe perishable products (e.g. food, vaccines or pharmaceutical products). The use of RFID technologies and similar
wireless monitoring systems to achieve these benefi ts should be further explored.
Research and development should focus on: (a) further cost reductions; (b) a sound methodology for the calcula-
tion of ROI; and (c) improvements in reliability and accuracy of RFID monitoring systems tested under realistic cold
chain scenarios.
The development of a global RFID standard would improve the uptake of the technology and would also help to
decrease the confusion around the required frequencies and radio spectra in each country.
Transparency and collaboration across the supply chain are the greatest challenges for the successful adoption
of RFID technologies. The role of the IIR is to facilitate collaboration between the relevant supply chain partners,
through the dissemination of scientifi c information and the development of forums attended by academic and indus-
try experts worldwide.
Figure 4. One of the objectives of the
“CHILL-ON” project, an European initiative,
is the development of a tracking system that
integrates RFID and TTI principles. This hybrid
technology has signifi cant potential to enhance
safety and quality in food supply chains.
Photo on the left: courtesy of Mark Lohmann,
CHILL-ON project
1. Jol S, Kassianenko A, Wszol K, Oggel J. (2006). Issues in time and temperature
abuse of refrigerated foods. Food Safety, 11(6): 30, 32–35, 78
2. Estrada-Flores S, Tanner DJ, Amos ND. (2002) Cold chain management during
transport of perishable products. Food Australia 54 (7): 268-270
3. Bøgh-Sørensen L, Löndhal G. 2004. Temperature Indicators and Time-Tempera-
ture Indicators. 3rd Informatory Note on Refrigeration and Food. 3 pp.
4. Estrada-Flores S. 2008. Technology for temperature monitoring during storage
and transport of perishables. Chain of Thought – the newsletter of Food Chain
Intelligence (1): 2-5.
5. Shimoni E, Labuza T.P. 2000. Modeling pathogen growth in meat products: fu-
ture challenges. Trends in Food Science & Technology, 11(11): 394-402
6. IIR/UNEP. Industry as a Partner for Sustainable Development. Refrigeration.
2002. p. 80. ISBN: 92-807-2191-5.
7. Hoppough S. 2006. Shelf-life. Forbes Magazine. From the Web site:
http://www.forbes.com/business/forbes/2006/0424/052.html
8. BEA Systems Inc. 2006. RFID for Retail: Blueprints for Bottom-Line Benefi ts.
White paper. 23 pp.
9. Collins J. 2004. RFID’s ROI Tops User Concerns, RFID Journal. From the Web
page: www.rfi djournal.com/article/articleview/1207/1/1/
10. Dargan G, Johnson B, Panchalingam M, Stratis C. 2004. The Use of Radio Fre-
quency Identifi cation as a Replacement for Traditional Barcoding. 45-877. Final
Project Strategic Uses of Information Technology. Carnegie Mellon University.
11. Jedermann R, Lang W. 2007. Semi-passive RFID and beyond: steps towards
automated quality tracing in the food chain. Int. J. Radio Frequency Identifi cation
Technology and Applications, 1(3); 247-259.
12. EPCGlobal Inc. 2006. The pace of EPC/RFID adoption continues to accelerate.
EPCGlobal news release. From the Web site: http://www.epcglobalinc.org/
about/media_centre/press_rel/EPCglobal_Inc_1000th_sub_press_release.pdf
13. Collins J. 2004. RFID’s ROI Tops User Concerns, RFID Journal. From the Web
page: www.rfi djournal.com/article/articleview/1207/1/1/
14. Bertoni M, Thamworrawong K, Turner P. 2007. Cold Chain Logistics Challenges
for Active RFID Adoption: a Case Study from the Tasmanian Aquaculture Indus-
try. 18th Australasian Conference on Information Systems. University of Southern
Queensland, Towoomba, QLD: 566-577.
15. Emond JP. 2007. Quantifying RFID’s cold chain benefi ts. RFID Journal LIVE! 2007
Conference.
16. Smale N. 2005. Understanding the limitations of your supply chain and how you
can improve it. AIFST Conference.
17. Wang N, Zhang N, Wang M. 2006. Wireless sensors in agriculture and food in-
dustry –Recent developments and future perspective. Computers and Electro-
nics in Agriculture 50: 1–14.
18. http://www.rfi djournal.com
19. http://www.thekrogerco.com/fi nance/documents/SectionIV-4.pdf
20. Chill-on project: http://www.chill-on.com/description/state-of-the-art.html
21. Smale N. Case study: Quality assurance in refrigerated transport. In: Estrada-
Flores S, Smale N, East A, Scully A, Horsham AM, Steele R, Zerdin K. (2006)
Fresh perspectives on Global Food Supply Chains. Food Science and Nutrition.
A bulletin of Food Science Australia. Spring 2006.
22. http://www.goodfood-project.org/www/Results/paper/SPIE2007_Zampolli.pdf
23. Metzger C, Michahelles F, Fleisch E. 2007. Ambient Energy Scavenging for Sen-
sor-equipped RFID Tags in the Cold Chain, European Conference on Smart Sen-
sing and Context (EuroSSC), Kendal, UK.
REFERENCES
9
REVIEW ARTICLE
Bulletin 2008-4
... Alleviating the cost of a PC connection (Note 1). (Ogassawara & Yamasaki, 2006;Tingman et al., 2010), increasing sales by reducing product loss (Estrada-Flores & Tanner, 2008;, reducing labour cost, reducing inventory, and improving return on investment (Estrada-Flores & Tanner, 2008) are some of the direct benefits of RFID implementation in perishable product supply chains. The reusability of tags and readers, which makes the application of RFID in the food industry cost-effective, adds to the direct benefits of RFID application in temperature monitoring (Ting, 2013;. ...
... Alleviating the cost of a PC connection (Note 1). (Ogassawara & Yamasaki, 2006;Tingman et al., 2010), increasing sales by reducing product loss (Estrada-Flores & Tanner, 2008;, reducing labour cost, reducing inventory, and improving return on investment (Estrada-Flores & Tanner, 2008) are some of the direct benefits of RFID implementation in perishable product supply chains. The reusability of tags and readers, which makes the application of RFID in the food industry cost-effective, adds to the direct benefits of RFID application in temperature monitoring (Ting, 2013;. ...
... Scholars have cited the organizational challenges that limit RFID adoption in agricultural cold chain monitoring, which include a lack of skilled personnel (Asif, 2005;Attaran, 2009;Raab et al., 2011;Ruiz-Garcia & Lunadei, 2011), resistance to change, a lack of top management support, a lack of system integration (Attaran, 2009), and poor consumer adoption (Estrada-Flores & Tanner, 2008). Estrada-Flores and Tanner (2008) suggested that RFID-enabled refrigerators with functions such as sending a shopping list to the owner's cell phone could make the benefits of RFID more evident for consumers and thus improve consumer adoption of the RFID system. ...
Article
Full-text available
Radio Frequency Identification (RFID) is a technology providing considerable opportunities to improve quality control for perishable foods. Over the past decade, a significant improvement in RFID application has been observed in cold chain monitoring. The aim of this paper is to, first, demonstrate the role of RFID in improving the monitoring of the agricultural products cold chain. Particular focus is placed on the specifications of RFID and its advantages, which makes its application appealing in food temperature monitoring. Second, this paper aims to provide an overview of RFID developments in cold chain monitoring. For this purpose, we conduct a review of the literature throughout 2004-2018 citing the challenges of this technology’s practical implementation in temperature monitoring of perishables, and provide the solutions presented in the literature for each limitation. This survey would be beneficial for those involved in food distribution, as it offers approaches for overcoming the limitations of RFID, making its application more advantageous
... For example, Manor monitors supermarket freezers and refrigerators in order to decrease shrinkage due to food spoilage and to have a faster response to equipment failures. Unilever tracks ice cream temperatures from manufacture to retail shelves in order to ensure quality assurance throughout the cold chain (Estrada-Flores & Tanner, 2008). ...
... Wal-Mart stores, and more recently Carrefour and Metro have adopted (and asked suppliers to adopt) digital-tagging technologies, including RFID. Nevertheless, at this stage Wal-Mart has not required temperature tracking of perishable goods (Estrada-Flores & Tanner, 2008). ...
... • Cost of implementation: The "cost" of TTIs technology has been cited frequently by • Accuracy: For most cold chain applications, a TTI accuracy of ±0.5 • C or better is expected (Estrada-Flores & Tanner, 2008). However, mass production of TTIs requires a calibration method that is simple and inexpensive, yet reliable enough to ensure the desired accuracy in all active tags manufactured. ...
Article
One of the implicit assumptions made in research related to inventory control is to keep products indefinitely in inventory to meet future demand. However, such an assumption is not true for a large wide of products characterized by a limited lifetime. The economic impact of managing such products led to substantial work in perishable inventory control literature. Investigations developed so far underline the complexity of modeling perishable inventory. Moreover, the dependency of the lifetime to temperature conditions in which products are handled adds more complexity since the lifetime of products stemming from the same order may vary from product to another. In this context, the ability of Time Temperature Integrators to capture the effects of temperature variations on products' lifetime, offers an opportunity to reduce spoilage and therefore ensure product's freshness and safety. The general aim of this thesis is to model perishable inventory systems. Particularly, three different problem areas are considered. The first one concerns perishable inventory with fixed lifetime, often referred as Fixed Life Perishability Problem, where an approximate (r;Q) inventory policy is developed. This model relaxes some assumptions made in previous related works. The second problem considered is a (T; S) perishable inventory system with random lifetime. Results of this model contribute to the development of a theoretical background for perishable inventory systems which are based on Markov renewal process approach. The third area incorporates the impact of temperature variations on products' lifetime throughout inventory systems that use TTIs technology. More general settings regarding the demand and the lifetime distributions are considered throughout simulation analysis. The economic relevance stemming from the deployment of this technology is therefore quantified.
... A partir de la información consignada en la tabla 8, el modelo de cadena de frío, contempla que, para cada eslabón dentro del modelo propuesto para la CPHF, se deben aplicar directrices de buenas prácticas que pueden ser transversales a estos, para de garantizar un seguimiento adecuado por HACCP. Dentro de los estudios sobre impacto de las tecnologías RFID, la necesidad de integrar su uso a lo largo de la cadena de suministro, recae en la disponibilidad y necesidad de las mismas [48]. El dispositivo RFID, básicamente integra un Tag, un sensor y un lector, intercomunicados por radio transmisión. ...
... Hacer extensivo el uso donde sea prioritario, así como la información recolectada y procesada. Fuente: elaborado a partir de información en [48]. ...
... According to the International Institute of Refrigeration (IIR), about 300 million tons of agricultural products are wasted each year worldwide due to spoilage. In the United States, the food industry discards $35 billion worth of spoiled products each year (Flores & Tanner, 2008). Globally, the incidence of foodborne diseases is increasing (CAC, 2013). ...
Article
Full-text available
Rice quality affects social stability, consumer health, and corporate brand benefit. The traditional supply chain traceability management system is centralized, monopolized, asymmetric, and opaque. It is the main factor leading to frequent food safety incidents. This paper proposes a technological quality control system for rice supply chain to protect rice products quality and safety. Firstly, it adopts risk assessment and traceability mechanism to prevent the hazard factors in the production and processing. Then, to prevent spoiled food from endangering the consumers’ health and reduce food waste, it explores a shelf life model of rice products to predict the remaining shelf life of products. Finally, this paper constructs a decentralized traceability management system based on blockchain and IoT, which enables consumers to access the real information of rice products and helps supervisors to monitor the quality of products in the supply chain. A risk assessment and traceability mechanism of hazardous factor is proposed to deal with the hazard factors in advance. We explored a shelf‐life model of rice to predict the remaining shelf life of rice products, preventing the circulation of spoiled food from entering the market and reducing food waste. We constructed a rice supply chain traceability management system in rice supply chain to protect food quality and safety.
... Several applications have been developed using Radiofrequency IDentification (RFID) technology, such as: access control, logistics, inventory, tagging, electronic identification and manufacturing management. Moreover, other applications for cold chain management were proposed using built-in sensors for blood bags, food and perishable items tracking [1] [2]. The cold chain management is of interest of governments, companies all over the world (manufacturers and distributors) and also final customers. ...
Chapter
Prior to mechanical refrigeration systems, people harvested natural ice and used cellars to cool and preserve the perishables, especially food. There were other preservation methods available: salting, pickling, drying, spicing, and smoking. However, most of the fresh foods and other temperature-sensitive goods were available only in the local market due to their short shelf life and perishability. With the advancement of cooling technology, temperature-controlled supply chain or cold chain is developed; therefore, the fresh food today can be stored longer and transported to different markets across the borders of the countries. Refrigeration technologies play vital role to preserve and transport perishable food from the point of production to the point of consumption. In the past, a cold chain simply denoted single temperature warehouses and refrigerated vehicles. There was no awareness of integrating the supply chain links and, as a result, billions of dollars’ worth of losses occurred every year. To achieve basic understanding on the cold chain, food and vaccines cold chains are explained and socioeconomic and environmental impacts, and the research trends of cold chain are presented.
Chapter
Water activity controls the microbial and chemical activities responsible for food stability, quality, and safety. Although moisture content plays a key role in the stability and preservation of food, foodstuffs with the same level of moisture content can differ significantly in safety and spoilage susceptibility. To meet the quality, safety, and shelf‐life expectation desired by consumers, this chapter presents how aw concepts have been incorporated into food regulations and presents examples of industrial applications for product design, process control, transformation and preservation, and optimization of packaging and distribution conditions. Despite major food safety advances, foodborne diseases remain a worldwide problem. Polymer science principles, including the concepts of “water dynamics” and “glass dynamics” can be used to understand quality, safety, and stability as they allow considerations of the nonequilibrium nature of all “real‐world”food products and processes.
Technical Report
Full-text available
Topics: Are Australian food chains ICT-ready ?; and Achieving temperature control and energy efficiency in the cold chain. This was the final newsletter from Food Chain Intelligence.
Article
Introduction Intelligent packaging systems Anti-counterfeiting applications Legislation Conclusions
Article
Meat products are perishable foods and unless stored under proper conditions spoil quickly. In addition, if pathogens are present, meat products may become hazardous for consumers. Pathogens such as Listeria monocytogenes, Escherichia coli O157:H7, and Salmonella spp. can grow and cause illness by the ingestion of the bacterial cells, therefore, assurance of meat safety and quality is of utmost importance. The emergence of low infectious dose pathogens, i.e. those that may cause disease at 1–10 organisms ingested, presents a significant challenge to predictive microbiology. In order to become a better tool for the meat industry and consumers, the mathematical models that form the basis for predicting microbial growth should (1) be validated in the actual food rather than in lab media, (2) take into account the cumulative effect of any temperature fluctuation that regularly occurs in distribution, and (3) keep in mind that pathogen initial count is usually unknown, and may be below the detection limit. This review presents some background on how to address these challenges.
Article
This paper presents an overview on recent development of wireless sensor technologies and standards for wireless communications as applied to wireless sensors. Examples of wireless sensors and sensor networks applied in agriculture and food production for environmental monitoring, precision agriculture, M2M-based machine and process control, building and facility automation and RFID-based traceability systems are given. The paper also discusses advantages of wireless sensors and obstacles that prevent their fast adoption. Finally, based on an analysis of market growth, the paper discusses future trend of wireless sensor technology development in agriculture and food industry.
Conference Paper
The recent introduction of passive RFID tags into leading retailers’ supply chains has had a tremendous impact on their ability to manage the flow of goods. Tags on cases and pallets increase the supply chain’s visibility and allow for accurate tracking and tracing. Currently, additional efforts are being made to use RFID to actively monitor a product’s shipping condition (e.g. temperature, shock-vibration, etc.). This is of substantial interest for perishable goods and pharmaceuticals, whose shipping conditions are regulated. For continuous tracking of environmental data during the process of the movement of goods through the supply chain, RFID tags need to be equipped with sensors. Such sensors require continuous power, which is usually supplied by a battery on the tag. However, a battery not only significantly increases the cost of the hardware and makes it heavy and bulky, but also limits a tag’s lifetime. We propose ambient energy scavenging as a method to power sensors on battery-free RFID tags for continuous temperature monitoring and we show its applicability to the cold chain. Through detailed analysis of typical transport conditions we have identified ambient power sources which allow us to specify chip requirements and to make informed decisions about tag placement and total cost. We conclude that efficient monitoring ability is available at significantly lower cost than comparable implementations with active tags. Due to reduced costs, we predict high market penetration, which will result in more detailed information about multi-echelon supply chains. The fine-grained measurements will reveal failures and inefficiencies in the cold chain at a level of detail that would be hard to achieve with active tags. The elimination of the short-comings in the cold chain will result in reduced shrinkage, better quality and freshness of goods, and an overall reduction of losses of revenue.
Article
Precise temperature monitoring is the major precondition to supervise quality losses within the transport chain for fresh products. Different types of miniaturised data loggers with electrical and semi-passive RFID interface were compared and applied to record spatial temperature profiles for typical transport situations. The resulting effects of the found temperature variations were evaluated by mathematical shelf-life modelling. Wireless sensor networks with active communication offer permanent access to sensor condition but entail higher system costs. Different approaches for implementation of integrated quality assessment will be discussed using a concept for shelf-life calculation on RFID-level and the intelligent container as demonstrator for an automated transport supervision system.
Temperature Indicators and Time-Temperature Indicators. 3 rd Informatory Note on Refrigeration and Food
  • L Bøgh-Sørensen
  • G Löndhal
Bøgh-Sørensen L, Löndhal G. 2004. Temperature Indicators and Time-Temperature Indicators. 3 rd Informatory Note on Refrigeration and Food. 3 pp.
The Use of Radio Frequency Identifi cation as a Replacement for Traditional Barcoding. 45-877. Final Project Strategic Uses of Information Technology
  • G Dargan
  • B Johnson
  • M Panchalingam
  • C Stratis
Dargan G, Johnson B, Panchalingam M, Stratis C. 2004. The Use of Radio Frequency Identifi cation as a Replacement for Traditional Barcoding. 45-877. Final Project Strategic Uses of Information Technology. Carnegie Mellon University.
The pace of EPC/RFID adoption continues to accelerate. EPCGlobal news release
  • Epcglobal Inc
EPCGlobal Inc. 2006. The pace of EPC/RFID adoption continues to accelerate. EPCGlobal news release. From the Web site: http://www.epcglobalinc.org/ about/media_centre/press_rel/EPCglobal_Inc_1000th_sub_press_release.pdf