Review
Polymer-based gas sensors to detect meat spoilage: A review

https://doi.org/10.1016/j.reactfunctpolym.2021.104962Get rights and content

Highlights

  • The methods for the detection of food spoilage.

  • The sensors for the determination of toxic ammonia gas and vapors.

  • The fabrication aspect of gas sensors using conducting polymer such as polyaniline (PAni) as the active layers.

  • Efficient methods to predict the growth of microorganisms with vapor changes as well as mathematical modeling.

  • The selective gas sensor suitable for intelligence packaging applications.

Abstract

Due to adequate response even at sub-ppm concentrations and ambient temperature, conducting polymer sensors has gained practical applications in the detection of ammonia gas, which originates from biological changes at the early stage of food decays. This review article focuses on electrochemical gas sensors based on conducting polymers for the application of food safety control. Herein, a broad summary of cutting-edge research works is provided on polymer sensor structures, the sensing characteristics, and sensing polymer films for a wide variety of sensors of gaseous ammonia. In this review, the methods for detecting food spoilage are discussed, followed by considering the sensors to determine toxic vapors and ammonia gas. Furthermore, the fabrication aspect of gas sensors using conducting polymer such as polyaniline (PAni) as the active layer and the performance of modified electrodes are covered. State of the art in respective polymer gas sensors to detect food spoilage and ammonia volatile is also reviewed. Besides, efficient methods to predict the growth of microorganisms with vapor changes and mathematical modeling are addressed. Finally, the perspective of commercial gas sensors is regarded to identify meat spoilage based on the conducting polymers.

Introduction

An intelligent packaging must be capable of control food storage conditions during the cold chain (such as detecting [1], sensing [2], recording [3], tracing [4], communicating [5], and applying scientific logic [6]). Intelligent packaging(IP) monitors the conditions of packaged food during the life cycle to communicate [7] (i.e., indicate) information such as the quality or safety of the food material [8,9]. The largest share of the global IP market is due to environmental changes and microbial attacks [[10], [11], [12]]. Intelligent packaging can also help to enhance food protection and convenience.

Using gas sensors as an intelligent packaging tool can detect some gas given off poisonous food at the beginning of the decay process [13].

Spoilage of meat, poultry, and fish products has a close correlation with the increased production of nitrogen-containing compounds [14,15]. On the other hand, ammonia volatile has the most considerable odor release strength [16]. The survey of the ammonia volatile in spoilage food is the primary purpose of this research. A gas sensor consists of a gas-sensitive chemical that initiates a chemical reaction in the presence of the target gas at the critical temperature defined, depending on the type of sensor changing [16]. When an analyte comes into contact with the immobilized biological material, the transducer produces a measurable output, such as electrical current [17], change in mass [18], or a change in color [19,20]. There are common electrochemical polymer-based transducers such as conductometric and impedimetric sensors [21]. In addition, visible [22], colorimetric [[23], [24], [25], [26]], fluorescent [27], piezoelectric sensor works based on detection of change in colorimetric, photometric, mass or elastic properties [28,29].

Conductometric and impedimetric sensors operate on the principle that electrical conductivity (resistivity) can change in the presence or absence of some chemical species. The possibility of miniaturization and suitability of these sensors is for food safety in the device or into the food package.

In summary, simple structure, low cost, compatibility with different types of circuits, ease of construction, miniaturization [30], and good interchangeability are some of the reasons why resistance sensors are favorable for printed and flexible sensors [31].

Commercial conventional sensing structures include polymers and metal oxide semiconductors (MOS) [32] for using resistive-type gas sensors. The polymers, due to good sensitivity, reproducibility, and operate at room temperature, are good candidates for printed sensors [33]. In contrast, metal oxide sensors also require elevated operating temperatures between 200 °C and 450 °C [34] and power ranges between 300 mW and 600 mW [35].

In recent years, the development of a polymer-based gas sensor for fast and accuracy-detection of volatile at the beginning of the decay process is the concern of many researchers, and the number of publications (2010 to 2020) on polymer gas sensors is increasing every year (PubMed), resembling that the polymers have grabbed more interest in the current research on gas sensor technology.

In the first section of this review, the selective gas sensor suitable for intelligent packaging applications and their performances is studied. Then, polymer sensors as a candidate are introduced. We also present the methods of deposition and polymerization of the polymer as a sensor followed by taking into account of types of dopants in the polymer and characterization of the active polymeric layer. The response of gas sensors to factors such as the morphology of the active ingredient depends on the sensor, the added compounds, and the polymerization time. In the next section, the working principle of the polymer is discussed. The experimental progress of polymer gas sensors applicable to food spoilage based on ammonia gas detection is surveyed in the fourth section, and finally, the final section deals with mathematical models to describe the dynamic changes of microorganisms over time.

Section snippets

Detection of VOCs using gas-sensor

The spoilage determination of off-odors or volatile organic compounds (VOCs) is a complex issue. The gas sensor allows identifying some gas given off poisonous food [7]. Fast and quantitative detection of food spoilage by gas sensors typically is useful and practical at the beginning of the spoiling process. Generally, gas sensors comprise a gas-sensitive material enabling to operate a defined temperature and, consequently, a chemical reaction causes a change in electrical properties. The

Gas sensors based on conducting polymer for determination of volatile organic compounds

Some necessary information is required to better understanding conducting polymer structures, which are not at the heart of this work and one may refer to relevant references [[64], [65], [66]]. Conducting polymers refer to two distinctive categories: 1) Intrinsic conductors (Pure) including polyaniline, polypyrrole, polythiophene, etc. 2) Extrinsic conductors or conductive composite polymers (e.g., metal particles, carbon black (CB), carbon nanotubes (CNTs), graphene, etc) [67]. Electrical

Working principles for conducting polymer gas sensors

One effective method that alters the conductivity in the polymers is by removing (inserting) electrons from (to) polymers which disturb the number of electrons that inherently exist in polymers, the process that so-called oxidation (reduction). Charge carriers in the form of electrons or holes created in the material. When an electron jumps from a neighboring position, a hole is filled, from the other side a new hole is created, allowing the charge to migrate long distances [100]. This

Experimental progress of polymer gas sensors for real time assessment the microbial food

Food spoilage is a process involving the growth of microorganisms. Spoilage affects the chemistry, aroma, texture, and appearance of food [103].

When the levels of the particular organism are found in spoiled food, they can produce a number of metabolites associated with corruption [104]. Spoilage may be chemical changes, physical damage, or appearance of off-flavors and off-odors and detection spoilage requires sensory analyses and chemistry, a careful combination of microbiology [105].

Development of the mathematical models for changes of microorganisms over time

The dynamic changes of microorganisms over time and detection spoilage of food with the common method is time-consuming [135]. We need to replace a simple and rapid method for detecting living microorganism's growth.

Gas sensors are used to obtain the rate of volatile compounds emitted by bacteria in meat. There is also a qualitative or quantitative relationship between the number of vapors and the number of bacteria in the food. Prediction of bacteria growth status using gas sensors in the

Towards the commercial polymer gas sensors

Several concerns can be addressed for the polymer gas sensors. First, for sensing purposes, it is desired to fabricate reliable devices, flexible and cost-effective approaches, adhere to a substrate for the food packaging. Second, strategies should be devised to impart selectivity of the sensors, a task that will ultimately determine the practical use of these devices. Polymers can be mixed with different doping agents and structure chains. The size of IDEs alters the resistance of the sensors.

Conclusion

The present study mainly aimed to review polymeric sensors for detecting food spoilage based on the measurement of the gas concentration inside the food packages. On the issue of food spoilage, the cold chain management systems are a concept that handles perishable products based on the technologies developed organically, monolithically, and purposefully to manage products that have a limited life span and are in the category of spoilable (or corruptible) food products.

The mechanism of food

Declaration of Competing Interest

None.

References (143)

  • H. Xiao-wei et al.

    Colorimetric sensor arrays based on chemo-responsive dyes for food odor visualization

    Trends Food Sci. Technol.

    (2018)
  • G. ElMasry et al.

    Freshness estimation of intact frozen fish using fluorescence spectroscopy and chemometrics of excitation–emission matrix

    Talanta

    (2015)
  • L.R. Khot et al.

    Development and evaluation of piezoelectric-polymer thin film sensors for low concentration detection of volatile organic compounds related to food safety applications

    Sensors Actuators B Chem.

    (2011)
  • M. Kitsara et al.

    Single chip interdigitated electrode capacitive chemical sensor arrays

    Sensors Actuators B Chem.

    (2007)
  • P. Harrey et al.

    Capacitive-type humidity sensors fabricated using the offset lithographic printing process

    Sensors Actuators B Chem.

    (2002)
  • B. Karunagaran et al.

    TiO 2 thin film gas sensor for monitoring ammonia

    Mater. Charact.

    (2007)
  • R.K. Srivastava et al.

    Sensing mechanism in tin oxide-based thick-film gas sensors

    Sensors Actuators B Chem.

    (1994)
  • G. Olafsdottir et al.

    Methods to evaluate fish freshness in research and industry

    Trends Food Sci. Technol.

    (1997)
  • A. Kamiya et al.

    Study of odorous compounds produced by putrefaction of foods: V. Fatty acids, sulphur compounds and amines

    J. Chromatogr. A

    (1984)
  • A. Kalyakin et al.

    Combined amperometric and potentiometric hydrogen sensors based on BaCe0. 7Zr0. 1Y0. 2O3− δ proton-conducting ceramic

    Sensors Actuators B Chem.

    (2016)
  • A.T. Semeano et al.

    Tilapia fish microbial spoilage monitored by a single optical gas sensor

    Food Control

    (2018)
  • M. Ferrari et al.

    Resonant piezo-layer (RPL) sensors with contactless interrogation for food monitoring from outside sealed packages

    Proc. Eng.

    (2014)
  • J. Firth et al.

    The principles of the detection of flammable atmospheres by catalytic devices

    Combust. Flame

    (1973)
  • E. Schaller et al.

    ‘Electronic noses’ and their application to food

    LWT-Food Sci. Technol.

    (1998)
  • A. Dubbe

    Fundamentals of solid state ionic micro gas sensors

    Sensors Actuators B Chem.

    (2003)
  • B. Timmer et al.

    Ammonia sensors and their applications—a review

    Sensors Actuators B Chem.

    (2005)
  • E. Danesh et al.

    Non-solvent induced phase separation as a method for making high-performance chemiresistors based on conductive polymer nanocomposites

    Sensors Actuators B Chem.

    (2011)
  • G. Lu et al.

    Electrochemical fabrication of neuron-type networks based on crystalline oligopyrene nanosheets

    Electrochim. Acta

    (2005)
  • G. Prasad et al.

    Ammonia sensing characteristics of thin film based on polyelectrolyte templated polyaniline

    Sensors Actuators B Chem.

    (2005)
  • L. Ruangchuay et al.

    Selective conductivity response of polypyrrole-based sensor on flammable chemicals

    React. Funct. Polym.

    (2004)
  • H.G. Sandberg et al.

    Applications of an all-polymer solution-processed high-performance, transistor

    Synth. Met.

    (2005)
  • N. Agbor et al.

    Polyaniline thin films for gas sensing

    Sensors Actuators B Chem.

    (1995)
  • R. Nohria et al.

    Humidity sensor based on ultrathin polyaniline film deposited using layer-by-layer nano-assembly

    Sensors Actuators B Chem.

    (2006)
  • S. Pandey

    Highly sensitive and selective chemiresistor gas/vapor sensors based on polyaniline nanocomposite: a comprehensive review

    J. Sci. Adv. Mat. Dev.

    (2016)
  • M. Matsuguchi et al.

    Effect of NH 3 gas on the electrical conductivity of polyaniline blend films

    Synth. Met.

    (2002)
  • H. Hu et al.

    Adsorption kinetics of optochemical NH 3 gas sensing with semiconductor polyaniline films

    Sensors Actuators B Chem.

    (2002)
  • M. Matsuguchi et al.

    Effect of humidity on NH 3 gas sensitivity of polyaniline blend films

    Sensors Actuators B Chem.

    (2003)
  • J.T. English et al.

    Biogenic amine vapour detection using poly (anilineboronic acid) films

    Sensors Actuators B Chem.

    (2006)
  • J. Wang et al.

    The preparation of polyaniline intercalated MoO 3 thin film and its sensitivity to volatile organic compounds

    Thin Solid Films

    (2006)
  • J. Tanguy et al.

    Charging capacitive effect in conducting polymers in relation with the electrochemical doping

    Synth. Met.

    (1987)
  • A. Gök et al.

    Synthesis and characterization of red mud/polyaniline composites: electrical properties and thermal stability

    Eur. Polym. J.

    (2007)
  • N. Yamazoe et al.

    Humidity sensors: principles and applications

    Sensors Actuators

    (1986)
  • Y. Li et al.

    Highly sensitive NH 3 gas sensors based on novel polypyrrole-coated SnO 2 nanosheet nanocomposites

    Sensors Actuators B Chem.

    (2016)
  • H. Xiao-wei et al.

    Detection of meat-borne trimethylamine based on nanoporous colorimetric sensor arrays

    Food Chem.

    (2016)
  • Z.-H. Chen et al.

    Design of smart chemical’tongue’sensor arrays for pattern-recognition-based biochemical sensing applications

    TrAC Trends Anal. Chem.

    (2019)
  • D.G. Richardson

    Method of Recording the Temperature of Perishable Products in Cold Chain Distribution

    (2005)
  • L. Riefenstein

    Cooking Device and Procedure for Cooking Food

    (2018)
  • V.S. Kodogiannis

    Application of an electronic nose coupled with fuzzy-wavelet network for the detection of meat spoilage

    Food Bioprocess Technol.

    (2017)
  • R.A. Potyrailo et al.

    Battery-free radio frequency identification (RFID) sensors for food quality and safety

    J. Agric. Food Chem.

    (2012)
  • J. Heising

    Intelligent Packaging for Monitoring Food Quality: A Case Study on Fresh Fish

    (2014)
  • Cited by (0)

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