The Artificial Intelligence Revolution in Smart Agriculture: IoT Solutions for Precision Monitoring

Orhan G. Karamanoğlu
5 min readApr 27, 2024

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The increasing world population and the effects of climate change are making food security an increasingly pressing issue every day. However, the challenges facing the agriculture sector are too complex to be overcome by increased production alone. From pest invasions to adverse weather conditions, and from crop losses to excessive input use, many issues threaten productivity and sustainability. It is at this point that smart monitoring systems powered by artificial intelligence and Internet of Things (IoT) technologies emerge as an innovative solution.

Traditional Problems, Innovative Approaches The agriculture sector suffers billions of dollars in losses every year, and one of the major reasons for this is pest invasions. While the use of agricultural pesticides has been one way to deal with this problem for many years, it is a deceptive solution. Pesticides can cause serious harm to both human health and the environment. Moreover, excessive use of pesticides can lead to the development of resistance in pests.

Traditional methods also present many challenges in pest detection and control. Regular spraying based on farmers’ observations often leads to unnecessary use of pesticides, resulting in additional costs and resource waste. Another challenge is that pest species show different cycles in each region. Following a specific schedule for spraying pesticides does not effectively address the problem.

So, is there a smart solution to these problems? The IoT system called IPM (Insect Population Monitoring) developed by EcoNow company comes into play at this point. This system consists of solar-powered camera sensors strategically placed in different parts of agricultural fields. The pheromone traps on these sensors attract pest species in the region.

IPM devices capture images of the trapped insects at minute intervals and transfer them to a cloud system. A deep learning algorithm-powered artificial intelligence model then analyzes all this image data. Thus, the size, types, and density changes of the insect population in that region can be monitored in real-time. When threshold values are exceeded, the system gives an instant alert.

Advantages of Efficiency and Sustainability Compared to traditional observation and calendar-based spraying, the IPM system offers many advantages. First and foremost, a precise and evidence-based approach is adopted. By spraying pesticides only when necessary, significant savings are achieved not only in machinery and labor but also in agricultural chemicals. Low costs and sustainable practices present an attractive opportunity for farmers.

Another significant advantage is the minimization of environmental risks. Since there is no unnecessary spraying, the extent of negative effects on human and animal health is significantly reduced. The level of chemical residues that mix with soil and water also decreases. While contributing to the preservation of natural balance, the products also become healthier.

Another benefit provided by IPM is the optimization of crop losses and productivity. With traditional methods, the size of the pest threat is often not accurately determined, leading to crop losses. With the smart system, changes in insect populations are immediately noticed, and necessary measures can be taken rapidly. Thus, crop losses are minimized, and productivity is increased.

A Step Towards the Future The problems faced by the agriculture sector can be more easily overcome with IoT and artificial intelligence-supported smart monitoring systems. Applications like IPM bring precise and data-driven approaches to agriculture. While bringing modern solutions to traditional problems, sustainability is also prioritized. Resource savings, low costs, environmental sensitivity, and high productivity are combined.

However, this is just the beginning. Integration of artificial intelligence and IoT technologies into the agriculture sector will be the pioneer of smart agriculture transformation. In the future, it will be possible to benefit from IoT and artificial intelligence technologies in many different areas such as soil analysis, plant health monitoring, irrigation optimization, and prevention of climate damage. Equipping producers with modern techniques will support food security and agricultural sustainability.

In summary, innovative solutions like IPM not only deal with today’s problems but also shed light on the future. The digitalization and smartening of agriculture will make it possible to ensure the quality, sustainability, and abundant supply of the most basic need of humanity, food. This is vital for the future of our planet.

However, the IPM application is just one part of the smart agriculture transformation. The integration of artificial intelligence and IoT technologies into the agriculture sector, which harbors really great potential, will be realized. Innovative applications have already been implemented in many different areas.

For example, precise soil analysis can be done with satellite images and underground sensors. Data such as soil composition, moisture, and nutrient values can be reported within minutes. Thus, farmers can make ideal fertilizer and irrigation plans and prevent waste of resources.

Plant health is another critical area that can be monitored. Artificial intelligence-supported image processing systems can analyze each stage of plants and detect possible problems and threats in advance. Risks such as pest invasions, as well as fungal, bacterial diseases, and nutrient deficiencies, can be detected at an early stage.

The integration of meteorological data into agricultural applications will also be an important step. Real-time monitoring of weather conditions such as rainfall, temperature, and wind, and analysis by artificial intelligence algorithms will help minimize climate-related negatives.

In irrigation, fully automatic, smart systems can come into play. Soil sensors, plant properties, and weather data will be evaluated as a whole. And irrigation will only be done in the necessary amount when needed. Thus, waste of a critical resource like water will be prevented.

Many such smart applications aim to maximize efficiency and minimize waste of resources. With Big Data analytics, machine learning, and artificial intelligence, a farming model free from human error and the limitations of traditional approaches can be built.

The Agricultural Vision of the Future Taking all these developments into account, a very promising picture emerges for food supply and the future of agriculture. Twenty years from now, we may witness large production areas managed entirely by smart and autonomous systems.

Unmanned aerial vehicles and ground robots will be able to collect and process all the data. Specific needs and applications for each parcel can be determined with precise analysis. And all processes can be carried out automatically with a distributed artificial intelligence orchestration.

Thus, human labor and physical effort will be replaced by advanced technologies and automation. While crop losses and incorrect applications are minimized, productivity will reach maximum levels. Moreover, since all these activities are carried out by considering the environment and using resources wisely, the ecological footprint will be kept as low as possible.

More efficient use of resources will not only mean an increase in agricultural productivity. At the same time, less land use will be possible to meet humanity’s demand for food. Thus, nature will also be preserved.

In conclusion, smart agriculture systems represent one of the key points for meeting the food needs of our planet sustainably. The widespread use of artificial intelligence and IoT solutions presents a great opportunity for this fundamental problem of humanity. As technology is adapted to the transformation in agriculture correctly, our future will be secured.

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Orhan G. Karamanoğlu
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Dynamic and innovative technology entrepreneur with a proven track record of cutting-edge digital transformation solutions and creating digital experiences.