Agriculture Wrapped with Social Networks, Data Mining and Mobile Computing to Boost up Crop Productivity
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43 International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48 Agriculture Wrapped with Social Networks, Data Mining and Mobile Computing to Boost up Crop Productivity HARITHA AKKINENI and VASAVI JUNAPUDI Asst. Prof, Department of Information Technology,PVP Siddhartha Institute of Technology Email:haritha_akkineni@yahoo.com,vasavi.singh@gmail.com Abstract: “The backbone of Indian economy” –agriculture which is known for its multi- functional success in generating employment, livelihood, food, nutritional and ecological security is facing several problems in improving the crop productivity. As we had good expertise in the field of agriculture the crucial information is not reaching the farmer community in a timely manner. In this paper we made an effort to find a way out to bridge the gap in the broadcast of information so that timely decisions can be taken for a better farming. We are trying to propose a system which provides advisory services as a decision support to farmers on crop related issues using the mobile services. In addition to these, the effort is being made to familiarize this information through a social network where a human being is a resource to influence others instead of mass media. Initially the proposed system is designed to collect the climatic data and it will be passed to the mobiles of all farmers through messages. There is a coordinator for each region to provide suggestions periodically. At the end of cropping, the coordinator will collect the information like • Had the farmer utilized the climatic information • Type of soils • Type of seeds • Pesticides used • Yield information, etc will be maintained in a database. Applying data mining techniques the results are analyzed. In each location identifying a person, who utilized the services and achieved the higher productivity. He will act as a motivator/educator to other farmers. Through him we will educate/motivate other farmers about to consider and follow the climate alert message information as valuable as mass media. on a global scale. Climate is usually defined Introduction: as the "average weather," or more Agriculture is the backbone for the India’s rigorously, as the statistical description in economies as two-third of the population terms of the mean and variability of relevant lives in rural areas and depends (directly / quantities over a period of time ranging indirectly) on agriculture for living. In from months to thousands or millions of Agriculture the irrigation systems and the years. The classical period is 30 years, as weather are the key factors for cultural defined by the World Meteorological productivity, as well as soil properties and Organization (WMO). These quantities are natural communities. The effect of climate most often surface variables such as on agriculture is related to variability’s in temperature, precipitation, and wind. The local climates rather than in global climate Indian farming community is facing a patterns. On the other hand, agricultural multitude of problems to maximize crop trade has grown in recent years, and now productivity. In spite of successful research provides significant amounts of food, on a on new agricultural practices concerning national level to major importing countries, crop cultivation, majority of the farmers are as well as comfortable income to exporting not getting upper-bound yield due to several ones. The international aspect of trade and reasons. It is true that India possesses security in terms of food implies the need to valuable agricultural knowledge and also consider the effects of climate change expertise such as usage of Crop Weather #03010107 Copyright © 2009 CAFET-INNOVA TECHNICAL SOCIETY. All rights reserved.
HARITHA AKKINENI and VASAVI JUNAPUDI 44 Calendar by the Agricultural Meteorological mining is becoming an increasingly Division India Meteorological department. important tool to transform these data into Such crucial information is not reaching the information. It is commonly used in a wide farmer community in a timely manner. range of profiling practices, such as Indian farmers need timely expert advice marketing, surveillance, fraud detection and regarding the climate information to make scientific discovery. them more productive and competitive. In An important part of the process is the this article, we have made an effort to verification and validation of patterns on present a solution to bridge the information other samples of data. Data mining is the gap which can be reduced significantly process of discovering from the previously through the IT techniques like mobile unknown and potentially interesting patterns computing, data mining and social networks. in large datasets [1]. In this paper we propose a framework for a Social Networks: cost-effective agricultural information propagation system, to propagate expert is a social structure made of individuals (or agricultural knowledge to the farming organizations) called "nodes," which are tied community in order to improve crop (connected) by one or more specific types of productivity. interdependency, such as friendship, This framework is an amalgamation of kinship, financial exchange, dislike, mobiles computing, data mining and social relationships of beliefs, knowledge or networks. This framework is scalable which prestige. can be incrementally developed and Social networking can be defined as, extended to cover all the farmers (crops) of grouping of individuals into specific groups, India in a cost-effective manner. It enables like small rural communities or a the farmer to cultivate a crop with expertise, neighborhood subdivision. Although social as that of an agricultural expert, by networking is possible in person, especially disseminating climate information through in the workplace, universities and high mobiles in a timely manner. schools, it is most popular online. This is because unlike most high schools, colleges Techniques Used: or workplaces, the internet is filled with Mobiles: millions of individuals who are looking to Ø Now days the cellular phones are meet other people, to gather and share personalized with the usage of first-hand information and experiences human being. The mobiles are used about any number of topics from by many people for many purposes. golfing, gardening, developing friendships Main features of mobiles are: and professional alliances. Ø For sending messages (text / voice / Social network analysis views social multimedia) relationships in terms of network theory Ø Communicating with other people about nodes and ties. Nodes are the Ø Entertainment purpose like taking individual actors within the networks, and photos, recordings, storing movies ties are the relationships between the and using as mp3 player. actors. Ø As a data carrier with the help of Background: Bluetooth. Recently, with help of 3G technology the Mobile phones are an important people can make video calling i.e. communication channel today. Be it communicating with other by seeing their personal or business, dependency on the image. Here the image is not a static one. It hand held instrument has become an will change with our movements. absolute necessity. But with the onset of the technological Data Mining: revolution mobile phones are also being is the process of extracting patterns from used to help the farmer today by informing data. As more data are gathered, data him when to sow his crops and what International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48
45 Agriculture Wrapped with Social Networks, Data Mining and Mobile Computing to Boost up Crop Productivity fertilizers to use. Thanks, to wireless and curriculum artefacts are shared with solution provider Handygo Ltd, farmers educators and designers who are developing across the country can now learn about instructional multimedia materials to align good farm practices and share their views with and enhance the primary science with experts on their mobiles. With more curriculum by including indigenous than one in every third Indian a mobile knowledge about sustainable agriculture phone owner, Handy go has tied up with from elders in the communities. mobile service provider Bharti Airtel to offer Data sources and analysis: expert advice and information about farming Data sources include: as a value-added service. (1) audio-recorded interviews with African Handygo is also negotiating with Tata community elders to learn about the Teleservices and Idea Cellular to further feasibility on connecting sustainable increase its reach, Handygo Chief Executive agricultural practices to the primary school Officer Praveen Rajpal told PTI. Farmers will curriculum; have to call the company’s service centre on (2) audio-recorded interviews with African a particular number charged at Rs. 1 per teacher educator and teachers to assess minute to get inputs about weather, their feasibility of using mobile, web-based fertilizer, seeds, pesticide and irrigation devices as a means of connecting through its interactive voice response (IVR) understandings of the use of indigenous technology. The company has hired a team scientific knowledge in the curriculum; of farm sector experts to answer the (3) Primary school curriculum guides and queries. The service will also provide other artifacts that pertain to indigenous weather forecast using its tie-up with the knowledge. Formative evaluation has Indian Meteorological Department. employed the model proposed by Tessmer Recently a new research work has been (1993) and with additional techniques for done in agriculture using mobiles and by alpha and beta testing from Alessi and taking the elders suggestions. This work has Trollip (2000). been done in Africa. The people took the From a post-colonial theoretical framework ideas, suggestions and the cultivation [4], we are interested in understanding the process by the elders. That information is cross hybridization of ideas from Western added as the curriculum for the youngsters and indigenous science perspectives as we to teach about the cultivation process in explore teaching about sustainable agriculture. They tried to familiarize their agriculture. suggestions taken from the elders through For this project, the nodes of the network to mobiles. Why they took the help of mobiles connect knowledge cultures within Africa is now days mobiles are becoming and in the United States include the personalized devices for the human being in following: day-to-day life. For example, in the year 1. A community elder in sub-Saharan 2000, one sub-Saharan country had 49,000 Africa is a farmer providing cell phones in use and by 2004 the number knowledge of sustainable agriculture increased to 2, 22,100. Mobiles are explored practices, including channel as a platform for delivery of instructional irrigation, composting, and organic multimedia and are critical for addressing pest control; the digital divides [2], but also progress in 2. A science and agriculture educator in developing countries [3]. sub-Saharan Africa is conducting field In this project, science educators and testing of mobile devices and instructional designers are collaborating with sustaible agriculture curriculum with elders, teachers, teacher educators and pre-service teachers; and community members in a sub-Saharan 3. A target primary school classroom African country to establish a mobile and teacher has been selected from a network to develop curriculum that draws primary science and agriculture class from local resources and makes them in sub-Saharan Africa. available on a global network. These ideas International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48
HARITHA AKKINENI and VASAVI JUNAPUDI 46 Moreover, taking the lead from projects retrieve large amounts of data to deliver the such as MobilED (http://mobiled.uiah.fi/), information instantaneously to the needy. we are exploring text-, voice-, and Data mining technology can be used to multimedia messaging, and the potential of extract useful knowledge from huge solar-powered devices, including battery databases. chargers (Solio, http://www.solio.com/) and We already defined the social network can wireless outdoor routers (Meraki, built on a specific topic. Any information can http://meraki.com/). The rationale for using be spread through media like newspaper, mobile phones and hand held devices is that television and so on. But the “word of they consume less power than other mouth” works best than other Medias. For hardware (e.g., laptops and tablet PCs) and example let us a person wants to purchase a can access the Internet via a cellular house. To take a decision can be hard to network, much needed in a African make. The decision to purchase a house by countries. a person can be based on many parameters such as the price of the house, distance Proposed Work: from the workplace where he / she working, Now day’s Mobile phones are an important quietness of the neighborhood, etc. Further, communication channel today. Be it many such parameters are highly subjective personal or business, dependency on the and difficult to evaluate or quantitatively hand held instrument has become an compare with respect to other parameters. absolute necessity. The usage of mobiles are Therefore, people very often refer to their ONE can observe that during the last decade friends for advice. However, how can the progress in information technology (IT) is person be sure that opinions from friends affecting all spheres of our life. Due to represent fairly diverse viewpoints so that progress in hardware technologies, we are she can make a wise choice? This can be able to procure high-speed reliable applied to agriculture to educate and computers with huge storage capacities at motivate the farmers in the cultivation affordable cost. But many of the farmers are process. illiterate. Due to this many of the farmers Algorithm: are not able to utilize the facilities in agriculture. We are taking the advantage of Step 1: Collect the climatic data the mobiles to educate them in agriculture Step 2: Forward the information to the by sending the messages. farmer’s mobiles. By end of the year, at least half of India's Step 3: Analyze the information using data 1.2 billion people could be walking with mining techniques. mobile phones, making it the world's largest Step 4: Identify the farmer with high yield cellular market, perhaps only rivaled by its who will act as a motivator for other neighbor China. India is experiencing an farmers. unprecedented spurt in the number of Optimum dates for sowing have been mobile phone users across the country determined for the states of Maharashtra, which has breached 450 million subscribers. Rajasthan, Gujarat, Karnataka and Madhya "We be confident that with 470 million Pradesh by using daily rainfall data from mobile connections in September 2009, we 1901 onwards. Such information helps in will be well poised to cross yet another deciding the best period for sowing landmark of 500 million mobile connections operations, water conservation measures before end of this year", said A. Raja, and evolution of appropriate cropping Minister of Telecommunications and patterns. Correct determination of sowing Information Technology. This shows the dates is one of the most crucial decisions in enormous usage of the mobiles across India. any agricultural operation. India This stand as a stimulator for opting the Meteorological Department has therefore mobile technology. started providing on a scientific basis the Also, database and data warehousing detailed information on this particular aspect technologies can be used to store and of climate for different states in the form of International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48
47 Agriculture Wrapped with Social Networks, Data Mining and Mobile Computing to Boost up Crop Productivity publications. Based on daily rainfall Recently Scientists have harnessed a free distribution for 80 years (1901-80), dates operating system to turn a mobile phone ideal for commencing sowing operations in into a device for collecting data in the five states are computed. A number of developing world. The Open Data Kit (ODK), stations, representing nearly all climatic, soil developed by scientists at the University of and cropping zones in the state are selected. Washington, United States, is a free set of With the help of suitable rainfall criteria, the tools that helps organizations collect sowing dates are identified and their information in areas with poor statistical properties are brought out. infrastructure. It uses Android, an open- The climatic data collected from the Indian source mobile operating system launched Meteorological Department and is divided two years ago by a number of companies based on the regions. The required including Google. information is passed to the farmers mobiles ODK enables users to collect a range of data as Short Message Service. In parallel we are including GPS locations and barcode scans. assigning a coordinator for each region and "The tools we've developed can help them sending the information like the type of collect a wide variety of data, create seed, pesticides and so on to be used. Based visualizations, and analyze it very quickly," on the requirements of a farmer this Hartung said. This tool can be used by the information is propagated as a suggestion coordinators to analyze the data. The while farming. It is left up to the farmer’s coordinators of all regions will send the choice whether to use the provided analysis report to the system for global information or not. visualization. As a part of this process for each region we Finally the coordinator identifies a farmer are assigning a Coordinator for supervising with high yield as the educator/motivator for the cultivation process. other farmers in that region. Here we are • Role of the Coordinator in each including the social network concepts for region is to collect and maintain the improving the yield of whole farming information like community in that region. The motivator will • Receiving the pesticides and other motivate other farmers by illuminating the information from the designed methodology of his farming. system. Based on that data she/he Note: The designed system can also analyze will guide the farmers. the data. Both the analysis is verified to • Visiting the farmers and the land ensure the accuracy of the information. periodically. Sending a report to the Same can be applied for selecting a designed systems about the updates motivator. of farmers and their farming. Conclusion: • Suggesting them what sort of pesticides to be used for what pests. Through the designed system the former will • After completion of cultivation be benefited to get the high yield, by process the coordinator collects receiving the knowledge about the climatic below data for analysis. information through the mobiles, he will sow o Had the farmer utilized the the seeds. With the help of coordinators the climatic information farmers will get the suggestions immediately o Soil information about the pesticides for the different pests. o Type of seeds All the pest information is provided by the o Pesticides used designed system to the coordinator. Based o Yield information on the farmer’s requirement coordinator will The coordinator uses the system having the guide the farmers. By following the data mining techniques to analyze the data. suggestions / guidelines of the coordinator In Parallel he will send the information to the farmer can improve the yield. We are the designed system for the global analysis trying to motivate the all the farmers to take of data. guidelines from the coordinator to improve their yields too. International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48
HARITHA AKKINENI and VASAVI JUNAPUDI 48 References: Future Work: [1] Piatetsky-Shapiro, G., and Frawley, W.J., • Implementing the proposed system eds. (1991) Knowledge Discovery in in the real world with all facilities like Databases. Menlo Park, CA, AAAI Press. providing the solar batteries for the [2] Jone, M. & Marsden, G. (2006). Mobile mobiles to recharge i.e. recharging interaction design. West Sussex, England: the mobile batteries with the help of John Wiley & Sons Ltd. solar system. Through this we can [3] Curry, J, & Kenney, M. (2006). Digital reduce the global warming. divide or digital development. First Monday, • Though information is now being 11(3). Retrieved July 1, 2007 from: provided through text messages, the http://www.firstmonday.org/issues/issue11_ system is targeting to make the 3/curry/index.html service interactive very soon. It is [4] Carter, L. (2004). Thinking differently dispersing information in local about cultural diversity: Using a postcolonial languages. If the information is in the theory to (Re)read science education. form voice message in the regional Science Education, 88(6), 819-836. local languages then the problem “the uneducated people are not able to utilize the climatic information through the mobiles” can be solved. International Journal of Biological Sciences and Engineering Vol. 01, No. 01, January 2010, pp. 43-48
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