International Journal of Current Research and Review
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IJCRR - 13(5), March, 2021

Pages: 183-187

Date of Publication: 03-Mar-2021


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Milk Spoilage Detection by Impedance Measurement

Author: Kannampilly NJ, Thangavel K, Peter D, Rose L

Category: Healthcare

Abstract:Introduction: Monitoring milk quality is very crucial to maintain food safety and human health. The identification or detection of milk spoilage holds a prominent role in the improvement of milk preservation methods. Objective: The focus of this work lies on rapid, reliable and cost-effective method of milk spoilage detection for milk quality determination. Methods: Various physio-chemical properties of milk including fat, acidity, pH, ultrasonic velocity, thermal conductivity were performed to identify the major changes associated with spoilage parameter responsible for spoilage. This method emphasized milk spoilage detection using impedance measurement by using chip AD5933. These spoilage parameters were correlated with microbial spoilage of milk. Results: The pH and acidity value of fresh raw milk was 6.68 and 0.17% respectively. These two key parameters to evaluate milk freshness. There was significant difference in ultrasonic velocity from 1504.41 + 0.12m/sec to 1692.24 + 0.16m/sec at 72 hours. An impedance measurement apparatus was set up using chip AD5933 that shows a higher impedance reading when the microbial count was high. There is a prominent correlation between impedance and microbial growth. Therefore, electrical impedance could be considered as an indicator for the determination of milk quality. Conclusion: This study demonstrated a rapid, cost-effective measurement technique to determine spoilage of milk using an apparatus set up for Impedance measurement.

Keywords: Milk spoilage, Rapid, Impedance measurement, Physio-chemical properties, Quality determination, Cost-effective

Full Text:

INTRODUCTION

Food freshness indicators or spoilage detectors should meet criteria such as specificity, analysis time and cost. The instrument specification may vary according to end-use such as checking the quality of raw material and their changes occurring during storage and transportation. Milk spoilage is an undefined term and challenging to determine with precision. This ambiguity causes difficulty in dairy industries. Most often the uncertainty in expiry dates on milk packets, deceive the customers and hence dispose of the unspoiled milk. These dates are mostly imprecise due to variations in storage conditions, shipment and processing factors of milk.1 Researcher has been focusing on the improvement of existing tools for milk spoilage detection. There are various milk spoilage detection techniques, which are accurate and efficiently such as gas-sensor arrays, Infrared/Near-Infrared (IR/NIR) Spectroscopy, Optical sensors, pH sensors, and amperometric sensor. However, the main drawback of these is its time consuming and expensive. Recently there has been a great demand and interest in novel developments in environment-friendly intelligent packaging.2 Therefore, a novel technique to measure milk quality is in a great need in the market today.

Electrical parameters of milk change linearly concerning the mass of the substance. This change was observed due to the different amount of charge carried by it and is dependent on the period of storage.3 The opposition of a material to the flow of electric charges can be termed as the impedance of a material. It is chiefly the frequency domain ration of the voltage to current. The terms resistance and reactance are also associated with impedance. Every substance disperse and store energy. Resistance (R) and Reactance (Xc) are an indicator of energy dissipation and storage.4 Therefore, high-frequency resistance reduces than at low frequency. Here, the research focused on variation in electrical impedance as the milk spoils. The increase in impedance value was observed in spoiled milk than fresh milk. Thus, by studying the change in impedance of milk, it was possible to determine the spoilage of milk.

MATERIALS AND METHODS

The current investigation was performed for cow’s milk. The fresh milk sample was obtained from a farm in Coimbatore, Tamil Nadu. The physiochemical properties of milk samples were taken at certain intervals namely 0, 6, 12, 18, 24, 30, 36, 48 and 72hours interval. Acidity, pH, fat, ultrasonic velocity, thermal conductivity and impedance value were the few measurements observed for fresh milk at a specified period.

The methods adopted for determining the physio-chemical parameters of milk were pH meter for determination of pH, Gerber’s method for fat determination, titratable acidity method for determination of acidity in milk, velocity meter for determination ultrasonic velocity and thermal conductivity measurement by thermal conductivity apparatus. The electrical impedance was measured by a prototype set up for Impedance apparatus. Microbial Analysis of milk was performed by spread plate method using standard plate count. The methodology and apparatus used for the determination of Physico-chemical properties of milk are:

pH: The pH of fresh milk was measured at regular intervals using a pH meter. It comprises a measuring probe made up of a glass electrode. This electrode was attached to an automatic display meter that shows the pH of the substance measured.5

Titratable Acidity: To measure the acidity, fresh milk of 10ml was taken in a conical flask. The milk sample was titrated with 0.1N NaOH using 2-3 drops of phenolphthalein as an indicator. The acidity of the sample was determined by the formula:

V1=Volume of NaOH, N=Normality of NaOH, V2=Volume of the sample. 5

Determination of fat content: The Gerber fat tests are done to check the butterfat percentage in milk. Lipid/Fat content is determined by the Gerber method, where 10ml sulfuric acid (specific gravity 1.823) at 15-21°C was taken in Butyrometer. 1ml of amyl alcohol was added to it and inserted with a lock stopper. This was shaken until the milk was completely digested and finally placed in a centrifuge.

Measurement of Thermal conductivity: The property of a substance to conduct heat can be termed thermal conductivity. The thermal conductivity of a material may depend on temperature. During milk processing, this property is very important to estimate the processing time required and to determine energy involved in thermal process.6, 7 Milk sample was measured for conductivity by thermal property analyzer (KD2 Pro model). This was fixed to a knob implanted in a beaker. The rate of heat transfer lowers with materials of less thermal conductivity.

Measurement of Electrical Impedance: An impedance analyzer was set up to measure the electrical impedance of milk. In this setup, the Ag/AgCl electrodes were kept in contact with the milk sample. An impedance converter AD5933 was used to obtain high precision and accurate results. The AD5933 chip is generally used for assimilation of majority components essential for impedance analyzers such as signal generator and analogue-to-digital convertor. One major advantage of this chip is its lower power consumption. The impedance value of milk was taken at certain intervals concerning milk stored for a period. The fresh milk sample was placed between the electrodes and the electrodes are connected to the AD5933 signal generator and processing unit which in turn connected to the micro-controller. Figure 1 shows the block diagram representation of a system for Impedance measurement. The impedance reading was displayed on the LCD that is connected to the microcontroller. Both the values of impedance both real and imaginary values were noted.

Measurement of Ultrasonic velocity:  An ultrasonic velocity meter was used to determine the velocity of milk. An ultrasonic transducer, an electronic circuit and a display meter that measures flow rate are the main parts of this velocity meter apparatus. The transducer in the ultrasonic velocity meter works in the principle of converting electrical signals to ultrasonic energy.  These ultrasonic signals are received are amplified and displayed in the digital meter, thus provides supply flow rate.

Microbial analysis of Milk: The microbial analysis was carried out to determine the bacterial load present in the milk sample. Grams staining method was performed to distinguish whether the gram-positive or gram-negative bacteria were present in the milk sample. The peptone water needed for determination of standard plate count (SPC) was sterilized using autoclave at 121°C for 15-20 minutes.

  • Standard Plate Count (SPC): The total bacterial count was performed at various dilutions at a specific time interval and the total viable count was determined. To sterile plates, 9ml of sterile peptone water and 1ml of the milk sample was added. Serial dilution up to 10-6 was performed. Using the pour plate method, the 15-20ml sample was poured into Petri plates. Duplicates of the analysis were performed. All the Petri-plates were incubated for 48hours at 37°C. The standard plate count (SPC) was calculated by taking the average of the plates and represented in cfu/mL. The microbial count (cfu/mL) was correlated to other Physico-chemical parameters of milk.8

  • Gram-Staining method: The characterization of the microorganism present in the milk was done by gram staining method as prescribed. The glass slide was dried using blotting paper and examined under the microscope.

RESULTS AND DISCUSSION

Fresh cow milk was used for the analysis of physio-chemical parameters such as pH, acidity fat, as presented in Table 1. The analysis was conducted at a time of 6, 12, 18, 24, 30, 36, 48 and 72hours interval. Table 2 presents the thermal conductivity, ultrasonic velocity and impedance values of milk.

Physico-chemical properties of fresh milk

pH and acidity: The acidity is generally articulated as pH. As milk is a complex buffer system, change in temperature is dependent on pH change. Variations in pH causes change in the structure of phenolic components present in pigments such as anthocyanin. Thus, pH parameter plays a vital role in many compounds. 9 It was observed that the pH of fresh milk was 6.73 +0.02 and the acidity level was 0.17%. From Table 1, it can be observed that there has been a drastic decrease in the pH once the milk is stored for a period at room temperature. After the first 6hours of milk storage, no much change in pH and acidity is visible. However, after a storage period of 18hours, a drastic decrease in pH to 5.57 +0.82 and increase in acidity to 1.2 +0.09 was observed. This was due to the spoilage started in milk due to the higher level of lactic acid produced by microbial metabolism.10, 11 As the milk is stored at room temperature, it is observed that the milk become sour and the acidity level increases to 2.5% at 72hours of storage of milk. This acidity level shows that the milk is spoiled and correspondingly the pH value of milk decreased to 3.54. The pH value can be considered as milk spoilage indicator. The pH change was due to the acidity developed in milk due to the increase in bacterial growth.8 The pH and acidity values were correlated with the microbial analysis of the milk.

The fat content of milk: There was no prominent change observed in the fat content of milk. The fat content determined is presented in Table1. The fat content in fresh milk was determined as 3.6% and slight variation in value was seen after 24hours of storage period. The values were in concordant to [12], [13] and [14].

Thermal conductivity: One of the significant property, which affects the pasteurization of milk, is thermal conductivity. The conductivity of milk also depends on its rheology, composition of milk and process temperature.15 Data on thermal conductivity helps in determining heating or refrigeration process and physical and chemical changes occurring in milk.16 The milk sample to be measured was poured into a beaker. The thermal property analyzer (KD2 Pro model) was kept in contact with the milk sample to be measured. Table 2 shows the values of thermal conductivity of milk. The thermal conductivity of fresh milk was found to be 0.530 +0.09 W/m K at ambient temperature and increased to 0.64 +0.35 W/m K once stored for 72hours. The values were found to be following [12]. This shows there was less effect on the thermal property of milk when the milk was subjected to spoilage. A prominent distinguishing variation could not be seen in thermal conductivity as the acidity of the milk increased. Therefore, thermal conductivity cannot be considered as an important spoilage parameter to indicate milk spoilage.

Electrical Impedance: To measure the electrical impedance of milk, an apparatus was set up using chip AD5933 circuit, as shown in Figure 1. This chip excites signals as it uses as a voltage-control oscillator. It consists of a direct digital synthesizer. The impedance measurement is performed by sensing the current flowing through it. This is converted to voltage and thereby to digital form using Analog-to-digital converter (ADC). The impedance of fresh milk was found to be 888.173 +0.02 Ω. There was a prominent difference in the impedance value (957.63 +0.43 Ω) of milk when the milk was stored for a period especially after 18hours. The impedance reading was corresponding to the microbial level of milk when the milk spoils. Thus, electrical impedance could be considered as an effective indicator for spoilage of milk. Similar findings were reported by [4] for the vitality detection of apple. Reference [3] also reported that the impedance measurement could distinguish statistically partially decayed apples and the fresh apple.

Ultrasonic velocity: The ultrasonic velocity of fresh milk was found to be 1504.41 + 0.12 m/sec. This is dependent on the moisture content and the temperature of the milk. There was a drastic change in ultrasonic velocity (1600.54 + 0.38m/sec) observed after 18hous of storage of milk at ambient condition. This proves that the ultrasonic velocity could be used as a parameter to check the quality of milk. The results proved that as the milk spoils, the ultrasonic velocity also increases.17 This change in velocity can be a correlation to milk spoilage characteristics.  The feasibility of using ultrasonic techniques to evaluate the quality parameters for milk was investigated.

Microbial Analysis of Fresh Milk: The microbial analysis was performed for the determination and characterization of microorganism present in the milk by serial dilution and grams staining techniques respectively. The microbial count of milk at 0, 12, 24, 48hours were found to be 5x101, 20 x10¹, 3.2x104 and 10 x104cfu /mL respectively. After 48hours of analysis, the microbial growth was rapid and could not determine the bacterial count. It can be understood that as the milk storage time increases, the microbial count also increases. The average count of fresh raw milk was negligible compared to 10x104cfu/mL after 48hours of storage. A similar study showed a signi?cant increase in the microbial count and a relatively distinct decrease in pH during the storage at 21°C and 37°C  for 8 to 30 hours, which is caused by the growth of bacterial cells. 18

Gram-staining technique was performed to characterize microorganism present in the fresh raw milk. A rod-shaped purple coloured, the non-sporulating organism was identified. Lacto bacillus spp. was found to have similar characteristic properties.

 CONCLUSION

Milk is exceptionally nutritious and is considered a balanced diet by the majority of people. The Physico-chemical properties of fresh cow’s milk were analyzed for a specific time interval to identify the milk spoilage parameter. The pH and acidity value of fresh raw milk was found to be 6.68 and 0.17% respectively. These two parameters can be considered as the key parameters to evaluate milk freshness. There was significant difference in ultrasonic velocity from 1504.41 +0.12m/sec to 1692.24 +0.16m/sec at 72 hours. Electrical impedance was taken as an indicator for the determination of milk quality. An impedance analyzer apparatus was set up using chip AD5933. The impedance value of milk was measured and a drastic difference was seen which correlated to milk spoilage. Thus, the device for impedance measurement was found to be an effective tool for determining the milk spoilage. This system measures impedance by Ag/AgCl electrodes with high accuracy, less power consumption and is a microcontroller-based device. Thus, a cost-effective reliable solution for impedance measurement is performed by AD5933 chip. The impedance value of milk was found to increase with milk spoilage, thereby proving that as the impedance value increase, the milk quality decreases and leads to spoilage. Further studies can be focused on improving the stability of voltage using two AD5933 chip, as the electrical impedance of milk showed few fluctuations in the reading.

ACKNOWLEDGEMENT

Authors would like to express their gratitude towards the Department of Food Processing and Engineering and Department of Electronics and Instrumentation, Karunya Institute of Technology and Sciences for their constant support for the successful completion of the study and the facilities provided. The authors are also grateful to authors/editors/publishers of all those articles, journals and books from where the literature for this article has been reviewed and discussed. Authors also grateful to IJCRR editorial team and reviewers to bring the quality of this manuscript.

Conflict of Interest: Nil

Source of Funding: Nil

Contribution of Authors:

1. Nikki John Kannampilly : Conceptualisation, Data collection, Data analysis, Writing

2. K. Thangavel : Conceptualisation, Data analysis, Writing

3. Dayanand Peter : Conceptualisation, Writing

4. Lina Rose: Data collection, Data analysis

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  3. Euring F, Russ W, Wilke W. Development of an impedance measurement system for the detection of decay of apples. Procedia Food Sci 2011;1:1188-1194.

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  10. Pereira Jr VA, de Arruda IN, Stefani R. Active chitosan/PVA films with anthocyanins from Brassica oleraceae (Red Cabbage) as Time–Temperature Indicators for application in intelligent food packaging. Food Hydrocolloids 2015;43:180-188.

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One article from every issue is selected for the ‘Best Article Award’. Authors of selected ‘Best Article’ are rewarded with a certificate. IJCRR Editorial Board members select one ‘Best Article’ from the published issue based on originality, novelty, social usefulness of the work. The corresponding author of selected ‘Best Article Award’ is communicated and information of award is displayed on IJCRR’s website. Drop a mail to editor@ijcrr.com for more details.

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This award is instituted to encourage women researchers to publish her work in IJCRR. Women researcher, who intends to publish her research work in IJCRR as the first author is eligible to apply for this award. Editorial Board members decide on the selection of women researchers based on the originality, novelty, and social contribution of the research work. The corresponding author of the selected manuscript is communicated and information is displayed on IJCRR’s website. Under this award selected women, the author is eligible for publication incentives. Drop a mail to editor@ijcrr.com for more details.

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‘Emerging Researcher Award’ is instituted to encourage student researchers to publish their work in IJCRR. Student researchers, who intend to publish their research or review work in IJCRR as the first author are eligible to apply for this award. Editorial Board members decide on the selection of student researchers for the said award based on originality, novelty, and social applicability of the research work. Under this award selected student researcher is eligible for publication incentives. Drop a mail to editor@ijcrr.com for more details.


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A Study by Badritdinova MN et al. entitled "Peculiarities of a Pain in Patients with Ischemic Heart Disease in the Presence of Individual Combines of the Metabolic Syndrome" is awarded Best Article for Vol 12 issue 24
A Study by Sindhu Priya E S et al. entitled "Neuroprotective activity of Pyrazolone Derivatives Against Paraquat-induced Oxidative Stress and Locomotor Impairment in Drosophila melanogaster" is awarded Best Article for Vol 12 issue 23
A Study by Habiba Suhail et al. entitled "Effect of Majoon Murmakki in Dysmenorrhoea (Usre Tams): A Standard Controlled Clinical Study" is awarded Best Article for Vol 12 issue 22
A Study by Ghaffar UB et al. entitled "Correlation between Height and Foot Length in Saudi Population in Majmaah, Saudi Arabia" is awarded Best Article for Vol 12 issue 21
A Study by Siti Sarah Binti Maidin entitled "Sleep Well: Mobile Application to Address Sleeping Problems" is awarded Best Article for Vol 12 issue 20
A Study by Avijit Singh"Comparison of Post Operative Clinical Outcomes Between “Made in India” TTK Chitra Mechanical Heart Valve Versus St Jude Mechanical Heart Valve in Valve Replacement Surgery" is awarded Best Article for Vol 12 issue 19
A Study by Sonali Banerjee and Mary Mathews N. entitled "Exploring Quality of Life and Perceived Experiences Among Couples Undergoing Fertility Treatment in Western India: A Mixed Methodology" is awarded Best Article for Vol 12 issue 18
A Study by Jabbar Desai et al. entitled "Prevalence of Obstructive Airway Disease in Patients with Ischemic Heart Disease and Hypertension" is awarded Best Article for Vol 12 issue 17
A Study by Juna Byun et al. entitled "Study on Difference in Coronavirus-19 Related Anxiety between Face-to-face and Non-face-to-face Classes among University Students in South Korea" is awarded Best Article for Vol 12 issue 16
A Study by Sudha Ramachandra & Vinay Chavan entitled "Enhanced-Hybrid-Age Layered Population Structure (E-Hybrid-ALPS): A Genetic Algorithm with Adaptive Crossover for Molecular Docking Studies of Drug Discovery Process" is awarded Best article for Vol 12 issue 15
A Study by Varsha M. Shindhe et al. entitled "A Study on Effect of Smokeless Tobacco on Pulmonary Function Tests in Class IV Workers of USM-KLE (Universiti Sains Malaysia-Karnataka Lingayat Education Society) International Medical Programme, Belagavi" is awarded Best article of Vol 12 issue 14, July 2020
A study by Amruta Choudhary et al. entitled "Family Planning Knowledge, Attitude and Practice Among Women of Reproductive Age from Rural Area of Central India" is awarded Best Article for special issue "Modern Therapeutics Applications"
A study by Raunak Das entitled "Study of Cardiovascular Dysfunctions in Interstitial Lung Diseas epatients by Correlating the Levels of Serum NT PRO BNP and Microalbuminuria (Biomarkers of Cardiovascular Dysfunction) with Echocardiographic, Bronchoscopic and HighResolution Computed Tomography Findings of These ILD Patients" is awarded Best Article of Vol 12 issue 13 
A Study by Kannamani Ramasamy et al. entitled "COVID-19 Situation at Chennai City – Forecasting for the Better Pandemic Management" is awarded best article for  Vol 12 issue 12
A Study by Muhammet Lutfi SELCUK and Fatma entitled "Distinction of Gray and White Matter for Some Histological Staining Methods in New Zealand Rabbit's Brain" is awarded best article for  Vol 12 issue 11
A Study by Anamul Haq et al. entitled "Etiology of Abnormal Uterine Bleeding in Adolescents – Emphasis Upon Polycystic Ovarian Syndrome" is awarded best article for  Vol 12 issue 10
A Study by entitled "Estimation of Reference Interval of Serum Progesterone During Three Trimesters of Normal Pregnancy in a Tertiary Care Hospital of Kolkata" is awarded best article for  Vol 12 issue 09
A Study by Ilona Gracie De Souza & Pavan Kumar G. entitled "Effect of Releasing Myofascial Chain in Patients with Patellofemoral Pain Syndrome - A Randomized Clinical Trial" is awarded best article for  Vol 12 issue 08
A Study by Virendra Atam et. al. entitled "Clinical Profile and Short - Term Mortality Predictors in Acute Stroke with Emphasis on Stress Hyperglycemia and THRIVE Score : An Observational Study" is awarded best article for  Vol 12 issue 07
A Study by K. Krupashree et. al. entitled "Protective Effects of Picrorhizakurroa Against Fumonisin B1 Induced Hepatotoxicity in Mice" is awarded best article for issue Vol 10 issue 20
A study by Mithun K.P. et al "Larvicidal Activity of Crude Solanum Nigrum Leaf and Berries Extract Against Dengue Vector-Aedesaegypti" is awarded Best Article for Vol 10 issue 14 of IJCRR
A study by Asha Menon "Women in Child Care and Early Education: Truly Nontraditional Work" is awarded Best Article for Vol 10 issue 13
A study by Deep J. M. "Prevalence of Molar-Incisor Hypomineralization in 7-13 Years Old Children of Biratnagar, Nepal: A Cross Sectional Study" is awarded Best Article for Vol 10 issue 11 of IJCRR
A review by Chitra et al to analyse relation between Obesity and Type 2 diabetes is awarded 'Best Article' for Vol 10 issue 10 by IJCRR. 
A study by Karanpreet et al "Pregnancy Induced Hypertension: A Study on Its Multisystem Involvement" is given Best Paper Award for Vol 10 issue 09

List of Awardees

A Study by Ese Anibor et al. "Evaluation of Temporomandibular Joint Disorders Among Delta State University Students in Abraka, Nigeria" from Vol 13 issue 16 received Emerging Researcher Award


A Study by Alkhansa Mahmoud et al. entitled "mRNA Expression of Somatostatin Receptors (1-5) in MCF7 and MDA-MB231 Breast Cancer Cells" from Vol 13 issue 06 received Emerging Researcher Award


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International Journal of Current Research and Review (IJCRR) provides platform for researchers to publish and discuss their original research and review work. IJCRR can not be held responsible for views, opinions and written statements of researchers published in this journal

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