scholarly journals On Using Artificial Intelligence and the Internet of Things for Crop Disease Detection: A Contemporary Survey

Agriculture ◽  
2021 ◽  
Vol 12 (1) ◽  
pp. 9
Author(s):  
Houda Orchi ◽  
Mohamed Sadik ◽  
Mohammed Khaldoun

The agricultural sector remains a key contributor to the Moroccan economy, representing about 15% of gross domestic product (GDP). Disease attacks are constant threats to agriculture and cause heavy losses in the country’s economy. Therefore, early detection can mitigate the severity of diseases and protect crops. However, manual disease identification is both time-consuming and error prone, and requires a thorough knowledge of plant pathogens. Instead, automated methods save both time and effort. This paper presents a contemporary overview of research undertaken over the past decade in the field of disease identification of different crops using machine learning, deep learning, image processing techniques, the Internet of Things, and hyperspectral image analysis. Additionally, a comparative study of several techniques applied to crop disease detection was carried out. Furthermore, this paper discusses the different challenges to be overcome and possible solutions. Then, several suggestions to address these challenges are provided. Finally, this research provides a future perspective that promises to be a highly useful and valuable resource for researchers working in the field of crop disease detection.

2020 ◽  
Vol 17 ◽  
pp. 00050
Author(s):  
E. F. Amirova ◽  
O. V. Kirillova ◽  
M. G. Kuznetsov ◽  
Sh. M. Gazetdinov ◽  
G. H. Gumerova

The article analyzes the research results of a number of analytical agencies regarding the growth rate and key problems associated with the introduction of the “Internet of things” (IoT) in the agricultural economy. The issues of the development of the agro-industrial complex in the context of the development of the digital economy, the experience of introducing the digital economy in the agricultural sector of developed countries and the possibilities of its application in agriculture in Russia are considered. The authors focuses on the positive aspects of the influence of the “Internet of things” on the functioning and development of modern agricultural markets at the macro and micro levels, and the change in the professional structure of the agricultural industry


2019 ◽  
Vol 13 (1) ◽  
pp. 14-20 ◽  
Author(s):  
V. M. Korotchenya ◽  
G. I. Lichman ◽  
I. G. Smirnov

Currently, the influence of program documents on digital agriculture development is rather great in our country. Within the framework of the European Association of Agricultural Mechanical Engineering, a relevant definition of agriculture 4.0 has been elaborated and introduced.Research purpose: offering general recommendations on the digitalization of agriculture in RussiaMaterials and methods. The authors make use of the normative approach: the core of digital agriculture is compared with the current state of the agricultural sector in Russia.Results and discussion. The analysis has found that digital agriculture (agriculture 4.0 and 5.0) is based on developed mechanized technologies (agriculture 2.0), precision agriculture technologies (agriculture 3.0), the use of such digital technologies and technical means as the Internet of things, artificial intelligence, and robotics. The success of introducing digital agriculture depends on the success of all the three levels of the system. However, the problem of the lack of agricultural machinery indicates insufficient development of mechanized technologies;  poor implementation of precision agriculture technologies means the lack of experience of using these technologies by the majority of farms in our country; an insufficient number of leading Russian IT companies (such as Amazon, Apple, Google, IBM, Intel, Microsoft etc.) weakens the country’s capacity in making a breakthrough in the development of the Internet of things, artificial intelligence, and robotics.Conclusions.The authors have identified the need to form scientific approaches to the digitization of technological operations used in the cultivation of agricultural crops and classified precision agriculture technologies. They have underlined that the digitization of agricultural production in Russia must be carried out along with intensified mechanization (energy saturation); also, to introduce technologies of precision agriculture and digital agriculture, it is necessary to organize state-funded centers for training farmers in the use of these technologies. Finally, it is necessary to take measures to strengthen the development of the IT sphere, as well as formulate an integral approach to the problem of digitalization.


2019 ◽  
Vol 14 (3) ◽  
pp. 133-137 ◽  
Author(s):  
Эльмира Амирова ◽  
Elmira Amirova ◽  
Ильнур Сафиуллин ◽  
Il'nur Safiullin ◽  
Линар Ибрагимов ◽  
...  

State regulation of the agricultural sector is one of the main elements of increasing the efficiency of the country’s agricultural sector. The article discusses the problems of using the organizational and economic mechanism to regulate the agricultural sector in the Russian Federation, analyzes the issues of regulation of the agricultural sector in the context of the development of digitalization. State regulation of the development of the digital economy in agro-industrial sectors involves the development of the legal framework for access to information stored on the Internet of “things platforms”, the protection of the Russian segment of the Internet of things, for this it is necessary to create a closed network in the country and to solve the problems of import substitution in the context of a lack of domestic equipment. Implementation of state programs on digitalization of agriculture will be a link in the construction of the “Digital Economy of the Russian Federation”. In conclusion, priority directions for improving the mechanisms of state regulation of the agricultural sector are given.


2021 ◽  
Vol 8 (4) ◽  
pp. 685-733
Author(s):  
Jennifer Zwagerman

Technology advancements make life, work, and play easier and more enjoyable in many ways. Technology issues are also the cause of many headaches and dreams of living out the copier destruction scene from the movie “Office Space.” Whether it be user error or technological error, one key technology issue on many minds right now is how all the data produced every second of every day, in hundreds of different ways, is used by those that collect it. How much data are we talking about here? In 2018, the tech company Domo estimated that by 2020 “1.7 MB of data will be created every second” for every single person on Earth. In 2019, Domo’s annual report noted that “Americans use 4,416,720 GB of internet data including 188,000,000 emails, 18,100,000 texts and 4,497,420 Google searches every single minute.” And this was before the pandemic of 2020, which saw reliance on remote technology and the internet skyrocket. It is not just social media and working from home that generates data—the “Internet of Things” (“IoT”) is expanding exponentially. From our homes (smart appliances and thermostats), to entertainment (smart speakers and tablets), to what we wear (smartwatches and fitness devices), we are producing data constantly. Over 30 billion devices currently make up the IoT, and that number will double by 2025. The IoT is roughly defined as “devices—from simple sensors to smartphones and wearables—connected together.” That connection allows the devices to “talk” to each other across networks that stretch across the world, sharing information that in turn can be analyzed (alone or combined with data from other users) in ways that may be beneficial to the user or the broader economy. The key word in that last sentence is “may.” When it comes to the data that individuals and businesses across the world produce every second of every day, some of it—perhaps most of it—could be used in ways that are not beneficial to the user or the entire economy. Some data types can be used to cause harm in obvious ways, such as personal identifying information in cases of identity theft. While some data types may seem innocuous or harmful when viewed on their own, when combined with other data from the same user or even other users, it can be used in a wide variety of ways. While I find it beneficial to know how many steps I take in a day or how much time I sleep at night, I am not the only individual or entity with access to that information. The company that owns the device I wear also takes that information and uses it in ways that are beyond my control. Why would a company do that? In many instances, “[t]he data generated by the Internet of Things provides businesses with a wealth of information that—when properly collected, stored, and processed—gives businesses a depth of insight into user behavior never before seen.” Data security and privacy in general are issues that all companies manage as they work to protect the data we provide. Some types of data receive heightened protections, as discussed below, because they are viewed as personal, as private, or as potentially dangerous since unauthorized access to them could cause harm to the user/owner. Some states and countries have taken a step further, focusing not on industry-related data that needs particular types of protection, but in-stead looking at an individual’s overall right to privacy, particularly on the internet. Those protections are summarized below. It makes sense, you might say, to worry about financial or healthcare data remaining private and to not want every website you have ever visited to keep a file of information on you. But why might we care about the use of data in agricultural operations? Depending on who you ask, the answer may be that agricultural data needs no more care or concern than any other type of business data. Some argue that the use of “Big Data” in agriculture provides opportunities for smaller operations and shareholders. These opportunities include increased power in a market driven for many years by the mantra “bigger is better” and increased production of food staples across the world—both in a more environmentally-friendly fashion. While the benefits of technology and Big Data in the agricultural sector unarguably exist, questions remain as to how to best manage data privacy concerns in an industry where there is little specific law or regulation tied to collection, use, and ownership of this valuable agricultural production data. In the following pages, this Article discusses what types of data are currently being gathered in the agricultural sector and how some of that data can and is being used. In addition, it focuses on unique considerations tied to the use of agricultural data and why privacy concerns continue to increase for many producers. As the Article looks at potential solutions to privacy concerns, it summarizes privacy-related legislation that currently exists and ends by looking at whether any of the current privacy-related laws might be used or adapted within the agricultural sector to address potential misuse of agricultural data.


Author(s):  
I. F. Yurchenko ◽  

Purpose: to study, analyze and generalize the current state and prospects of IoT technologies in agricultural production, which allow making the right decisions, reducing risks and increasing the profitability of agricultural production based on the use of a unified information field, formed according to the data of all participants in the production process. Methods: as a basic methodological approach, the method of comparative analysis which made it possible to characterize the main approaches to the use of innovative technologies in the agricultural sector of the economy and determine the prospects for the development of unified scientifically grounded information systems integrated into the country's digital economy in agricultural production was used. Results. The analysis of the digitalization state of agricultural production and the Internet of Things market in domestic agriculture has been carried out, which revealed the need for their formation and development in accordance with the requirements of the departmental project “Digital Agriculture”. The main innovative solutions that characterize the concept of smart agriculture are presented, and the possibility of their application is established at the present time. The technical and technological equipment of agricultural production in the development, implementation and use of information technologies is characterized. The examples of innovative solutions, services and digitalization projects of agricultural production processes successfully implemented in the industry are given. The prospects and directions of using the Internet of Things technologies in the crop production system of the domestic agro-industrial complex are shown. The factors restraining the evolution of innovations of digitalization in agricultural production are determined. Conclusions. The planned introduction of IoT technologies will allow to reduce costs and production risks, as well as to increase labor productivity in agriculture in the Russian Federation by 2 times by 2024.


2021 ◽  
pp. 1169
Author(s):  
Muhammad Afnan Habibi ◽  
Bagus Prastyo ◽  
Aldo Zulfikar Asror Zulkarnain ◽  
Faj'run Ni'am ◽  
Bunga Hidayati

Agriculture is the main and fundamental activity on this earth. However, the agricultural sector has not contributed significantly to the mitigation of natural disasters such as loss of biodiversity, migration of watercourses, lack of clean water, and drought. Based on the results of the population census in the last 10 years, Indonesia's population growth rate reaches 1.25% every year. The consequence of the current phenomenon is the scarcity of food and the shrinking of the people's economic condition. The limited availability of irrigation water is a major agricultural problem experienced by the Tawang Makmur Farmers Group (KTTM). Several solutions have been implemented such as scheduling the opening of drainage channels provided by the village and renting diesel pumps on a regular basis. But in fact, these solutions have not been able to properly address the problems experienced by KTTM. So this paper offers a solar-powered photovoltaic (PV) water pump irrigation system that is integrated with the Internet of Things. Since 1970, PV has become an alternative that is often applied to agricultural irrigation systems in rural areas. The system built in this paper utilizes solar power as a power source that supplies water pumps. The Internet of Things is integrated into the system, enabling farmers to monitor and control agricultural areas in real-time and wirelessly through an adequate internet network.  Pertanian merupakan aktifitas pokok nan fundamental di bumi ini. Akan tetapi, sektor pertanian belum memberikan kontribusi secara signifikan mengenai mitigasi bencana alam seperti kehilangan keragaman hayati, migrasi aliran air, kekurangan air bersih, dan kekeringan. Berdasarkan hasil sensus penduduk dalam 10 tahun terakhir, laju pertumbuhan penduduk Indonesia mencapai 1.25% dalam setiap tahunnya. Konsekuensi dari fenomena yang terjadi saat ini adalah kelangkaan bahan pangan dan penyusutan kondisi ekonomi rakyat. Ketersediaan air irigasi yang terbatas menjadi masalah besar pertanian yang dialami oleh Kelompok Tani Tawang Makmur (KTTM). Beberapa solusi telah diterapkan seperti penjadwalan pembukaan saluran drainase yang disediakan oleh pihak desa, dan menyewa pompa diesel secara berkala. Namun faktanya, solusi tersebut belum mampu mengatasi permasalahan yang dialami oleh KTTM secara tepat. Sehingga makalah ini menawarkan sistem irigasi pompa air photovoltaic (PV) bertenaga surya yang terintegrasi dengan Internet of Things. Sejak tahun 1970, PV telah menjadi alternatif yang sering diterapkan pada sistem irigasi lahan pertanian daerah pedesaan. Sistem yang dibangun pada makalah ini memanfaatkan tenaga surya sebagai sumber daya yang menyuplai pompa air. Internet of Things yang diintegrasikan pada sistem, memungkinkan para petani untuk melakukan monitoring dan kontrol terhadap area pertanian secara real-time dan nirkabel melalui jaringan internet yang memadai.


2020 ◽  
pp. 1-12
Author(s):  
Zhang Caiqian ◽  
Zhang Xincheng

The existing stand-alone multimedia machines and online multimedia machines in the market have certain deficiencies, so they cannot meet the actual needs. Based on this, this research combines the actual needs to design and implement a multi-media system based on the Internet of Things and cloud service platform. Moreover, through in-depth research on the MQTT protocol, this study proposes a message encryption verification scheme for the MQTT protocol, which can solve the problem of low message security in the Internet of Things communication to a certain extent. In addition, through research on the fusion technology of the Internet of Things and artificial intelligence, this research designs scheme to provide a LightGBM intelligent prediction module interface, MQTT message middleware, device management system, intelligent prediction and push interface for the cloud platform. Finally, this research completes the design and implementation of the cloud platform and tests the function and performance of the built multimedia system database. The research results show that the multimedia database constructed in this paper has good performance.


2019 ◽  
pp. 4-44 ◽  
Author(s):  
Peter Thorns

This paper discusses the organisations involved in the development of application standards, European regulations and best practice guides, their scope of work and internal structures. It considers their respective visions for the requirements for future standardisation work and considers in more detail those areas where these overlap, namely human centric or integrative lighting, connectivity and the Internet of Things, inclusivity and sustainability.


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