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Predicting Cattle Disease Pattern using ML Algorithms
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 563 Application to Predict Cattle Disease Pattern using ML Akhil B Shinde, Rahul Singh, Sanjay C B, Vishwanath S Babshet JSSSTU Department of Computer Science Mysore-570006 ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - With the rise in quantity of affected person and ailment each year clinical tool is overloaded and with time have become overpriced in many nations.... Most ofthedisease involves a consultation with doctors to get treated. With sufficient data prediction of disease by an algorithm can be very easy and cheap. Prediction of disorder by searching on the symptoms is a fundamental a part of treatment. In our assignment we've attempted precisely to predict a sickness by way of looking at the signs of the infected cattle. We have used different algorithms for these purposeand gainedanaccuracy of 80-95%. Such a system can have a very large potential in medical treatment of the future. We have also designed an interactive interface to facilitate interaction with the gadget. We have also attempted to show and visualized the result of our study and this project. Key Words: eclat algorithm, lesk based algorithm,etc. 1. INTRODUCTION With the fast development of large facts technology and artificial intelligence, information analysis and data mining are becoming more and more widely used in animal husbandry. In this gadget, a big quantity of multi-source livestock electronic scientific file statistics are amassed And used the statistics analysis and mining era to realise the smart diagnosis machine for farm animals-diseases. Manual process of identifying the cattle disease and treatment is too complex and time consuming and also expensive. These systems simply collects the records, stores in database and retrieves the equal in destiny, but no extraction of useful information which helps the medical practitionerstohandle the cattle disease in a better way. Association might be the higher regarded and most familiar and easy records technological knowledge technique. Here, we make a simple correlation between two or more items, often of the same type to identify patterns. 1.1 Existing System Paper1 Title: “Developing Mobile Intelligent System For Cattle Disease Diagnosis and First Aid Action Suggestion” Author: Wiwik Anggraeni,A.Muklason, A.F.Ashari,WahyuA. and Darminto Year of Publications: 2014 Description The aim of this paper is to present the work of growing cellular smart gadgets for livestock illnesses diagnosis and first resource motion proposal systems. The core sensible engine of the device is evolved the use of fuzzy neural network. In the sense of ubiquity of smartphones, the user interface is developed as mobile application under Android operating system. Methodology fuzzy neural network Limitations Only suitable for first aid action, not suitable for complex disease. Android app is advanced, visualization hassle on education records-units. Paper 2 Title: “Cattle health monitoring system using Arduino and LabVIEW for early detection of diseases” Author: Kunja Bihari Swain, Satyasopan Mahato, Merina patro,sudepta kumar pattnayak Year of Publications: 2017 Description Productive online cattle health monitoring can help those farmers who suffer on a regular basis due to the poor health condition of their cattle andunavailabilityofgoodveterinary doctors in their vicinity. In this paper, we gift such tools which provides an opportunity to the farmers to screen and examine the existing health parameters of the farm animals with the usual reference healthful parameters, by means of which they would be able to spot any deterioration inside the cattle’s health. Methodology Arduino UNO, Arduino NANO, Xbee module and different types of sensors for taking the cattle body parameters have been used.
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 564 Limitations Only used to monitor and check the cattle health condition. Sensors used for monitoring, results in less accurate results. 1.2 Proposed System In real time it's far tough to address the livestock ailment signs and symptoms and ailment sorts as animals can’t explain their troubles that they're going through. In medical sector finding the livestock disorder signs, illnesses is a challenging venture. Proposed device major objective is to find the farm animals sickness symptoms after which predicting the correlation between signs-sicknesses- remedies. As in current system it is difficult to identify the cattle disease and also its difficult to give the proper treatments. Proposed system uses data science(DS) techniques to identify the cattle disease symptoms and to predict the patterns. Proposed machine used lesk based totally set of rules" to perceive the symptoms and then it makes use of records technology technique "apriori algorithm" tofindthe patterns. System planned to build as real time application which is useful to doctors to handle the cattle disease. We use "Visual Studio" as front end technology and "SQL Server" as back end Generation, as both technologies helps extra libraries and equipment to paintings with real time applications. 2. Methodology Outcome
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 565 2.1 Experiment Results Pattern Prediction System finds correlation between cattle disease symptoms - disease types - treatment using data science algorithms. We use “Eclat algorithmm” for pattern prediction as it is one of the efficient and powerful algorithm used to find patterns. This algorithm takes very little time to process data/information and to predict all patterns. Treatments 3. CONCLUSIONS In real time it is difficult to handle the cattle disease symptoms and disease types as animals cant explain their problems or pain that they are facing. In medical sector finding the farm animals disease symptoms, diseases is a tough project. This system finds the cattlediseasesymptoms and then predicting the correlation between symptoms- diseases-treatments. As in current system it is difficult to identify the cattle disease and also its difficult to give the proper treatments. System useful for the medical sector and helps veterinary doctors to identify the cattle disease types and related symptoms and can treat in a better way. Future Enhancements More training datasets can be used to find more related patterns. More algorithms can be used to find the cattle disease symptoms - disease types - treatments and algorithms can be compared to identify the algorithm with better results.
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 566 REFERENCES [1] N.Jafarpisheh and M.Teshnehlab, “Cancersclassification based on deep neural networks and emotional learning approach,” Science, vol.294,Dec.2018,pp.258-263,doi: 10.1049/iet-syb.2018.5002 /science.1765. [2] Divyanshu Khanna, Rohan Sahu, Veeky Baths, and Bharat Deshpande, Comparative look at of class strategies to predict the Prevalence of Heart Disease," International Journal of Machine Learning and Computing vol.5, 2015, pp. 414-439K. Elyssa, “title of paper if known,” unknown. [3] Ishtafaq Ahmed, Dunnghai Guan, and Tau Choong Chung, "SMS type based on Naïve Bayes Classifier And Apriori algorithm commonplace Itemset," global magof machine learning and Computing vol. Four, 2014, pp. 183 187. [4] Seungh wahun Lee, Changyoon Lee, Donghee Kim, and Taeseon Yoon, "assessment of West Nile Virus and Yellow Fever Virus. Using Apriori set of rules, selection Tree, and assist Vector machine(SVM)," global magazine of machine studying and Computing vol.6, 2016, pp. 155-159. [5] L.Ming “Bovine disease clinical diagnosis and treatment technology and typical medical case,” PATTERN RECOGNITION. vol. 87,2015, pp. 1-16.
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