[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-126177-en":3,"doc-seo-126177-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":21,"is_downloadable":21,"audit_status":21,"page_count":11,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},126177,3985741905716,"Rowan","https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d",7,"Healthcare","Crop Recommendation and Disease Detection using Machine Learning","Cultivation Advisor supports precision farming by addressing crop selection accuracy and by monitoring system outputs for reliable performance. The application uses soil and atmospheric conditions to recommend suitable crops and employs machine learning to determine the crop disease type from text and image inputs. It also provides guidance on appropriate medicine and pesticide usage to correct the situation, aiming to improve agricultural productivity and reduce losses caused by errors.","International Journal of Innovative Research in Science  \nEngineering and Technology (IJIRSET)  \n(A Monthly, Peer Reviewed, Refereed, Scholarly Indexed, Open Access Journal)  \nImpact Factor: 8.699 Volume 14, Issue 4 , April 2025  \n| \u003Cbr>|[www.ijirset.com](www.ijirset.com |A Monthly)[ |A Monthly](www.ijirset.com |A Monthly), Peer Reviewed & Refereed Journal| e-ISSN: 2319-8753| p-ISSN: 2347-6710|\u003Cbr>Volume 14, Issue 4, April 2025\u003Cbr>|DOI: 10.15680/IJIRSET.2025.1404439| |\n| --- |\n| Crop Recommendation and Disease Detection\u003Cbr>using Machine Learning\u003Cbr>\u003Cbr> |\n| \u003Cbr>Professor, Department ofCSE, Bharath Institute of Higher Education and Research, Selaiyur, Chennai, India B. Tech Students, Department ofCSE, Bharath Institute of Higher Education and Research, Selaiyur, Chennai, India |\n| ABSTRACT: Cultivation Advisor may be the single most significant feature of precision farming.Prescription farming attempts to establish these parameters on a case-by-case basis in an attempt to solve the crop selection problems. Although the \"site-specific\" approach has enhanced performance, there remains the necessity to oversee the results of the system. Precision farming systems are not equal to one another. But in agriculture, it is important that the suggestions given are accurate and precise because a single mistake can lead to a lot of material and capital loss. This application will help farmers boost agricultural productivity. A crop requires sufficient soil and atmospheric conditions for the crop to yield well. So, if we provide the values that define soil and atmospheric conditions to this application it informs us about the crop that can be cultivated for the specified conditions. This online application will assist the farmers by determining the kind of disease the crop is undergoing with the help of the machine learning algorithm and even recommending to the farmers the kind of medicine that needs to be utilized to rectify the situation in both text and image of the medicine and pesticides that need to be applied.\u003Cbr>KEYWORDS: Random Forest, Logestic Regression, Farming, Agriculture, Crop Recommendation, Crop Diseases.\u003Cbr>I. INTRODUCTION\u003Cbr>Cultivation Advisor is a new generation bubble that is engaging the masses.In most of the cases, the farmers are not well aware of the kind of crops they should be growing in their farms. This leads to a lot of confusion and affects the productivity. This is the reason that we are working to determine the best crop to cultivate in order to obtain maximum yield. Precision farming is the vogue now. It's a method where inputs are used in very small quantities to obtain higher average yields for maximum profitability.\u003Cbr>Crop prediction methodology is employed to forecast the appropriate crop by sensing different soil parameter (like PH, Nitrogen, phosphate, potassium) and also atmospheric parameter (like humidity, rainfall, temperature) . ML can be employed to achieve the accurate inputs to make the yield more profitable. The project enables farmers to select abetter crop to be grown with the assistance of various parameters. The outcome of the suggested crop results in improved yield.\u003Cbr>\u003Cbr>\u003Cbr>\u003Cbr>\u003Cbr>II. LITERATURE REVIEW\u003Cbr>There has been extensive work and numerous ML algorithms have been used in the agricultural sector. The largest problem in agriculture is to maximize farm production and provide it to the end-user with the best price and quality. It is also seen that at least 50 percent of the farm produce is wasted, and it never comes to the end-user. The proposed model proposes the ways to minimize farm produce wastage.\u003Cbr>Agriculture, being one of the oldest and most critical industries, has seen tremendous technological advancements in recent times. With the advent of digital transformation, Machine Learning (ML) and data analytics have seen promising applications in this industry. Huge work has already been done using different ML algorithms to improve agricultural practices, especially in ","cbCaicjD4edYRvTY","https://ap.wps.com/l/cbCaicjD4edYRvTY","pdf",1438151,6,1,"English","en",105,"# ABSTRACT\n# KEYWORDS\n# I. INTRODUCTION\n## Precision farming and crop selection\n## Crop prediction using soil and atmospheric parameters\n# II. LITERATURE REVIEW\n## Agricultural ML applications and challenges\n# III. METHODOLOGY\n## Integrated system overview\n## Data collection and preprocessing","[{\"question\":\"How does the system recommend which crop to cultivate?\",\"answer\":\"It uses sensed soil parameters (such as pH and nutrient levels) and atmospheric parameters (like humidity, rainfall, and temperature) to determine the most suitable crop for given conditions.\"},{\"question\":\"How are crop diseases detected in this project?\",\"answer\":\"Crop diseases are identified using machine learning/deep learning methods with leaf image inputs, comparing healthy and diseased plant data to classify the disease.\"},{\"question\":\"What kind of treatment guidance does the application provide?\",\"answer\":\"After detecting the disease type, the system recommends appropriate medicine and pesticide types to help rectify the situation.\"}]","Crop Recommendation and Disease Detection using Machine Learning | PDF",1785903611,18,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"crop-recommendation-and-disease-detection-using-machine-learning","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":21},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/healthcare/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/crop-recommendation-and-disease-detection-using-machine-learning/126177/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-24","2026-08-05",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"How does the system recommend which crop to cultivate?","Question",{"text":76,"@type":77},"It uses sensed soil parameters (such as pH and nutrient levels) and atmospheric parameters (like humidity, rainfall, and temperature) to determine the most suitable crop for given conditions.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"How are crop diseases detected in this project?",{"text":81,"@type":77},"Crop diseases are identified using machine learning/deep learning methods with leaf image inputs, comparing healthy and diseased plant data to classify the disease.",{"name":83,"@type":74,"acceptedAnswer":84},"What kind of treatment guidance does the application provide?",{"text":85,"@type":77},"After detecting the disease type, the system recommends appropriate medicine and pesticide types to help rectify the situation.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,115,118,123,128,131,135],{"id":21,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":20,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},"Technology",50,"technology",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":116,"slug":117},40,"healthcare",{"id":119,"doc_module":4,"doc_module_name":46,"category_name":120,"show_sort_weight":121,"slug":122},8,"Research & Report",30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":107,"slug":138},19,"General","general"]