2021
Selle valdkonna püsiv URIhttp://hdl.handle.net/10492/6821
Sirvi
Sirvi 2021 Märksõna "agriculture" järgi
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Kirje Apple scab detection using CNN and Transfer Learning(2021) Kodors, S.; Lacis, G.; Sokolova, O.; Zhukovs, V.; Apeinans, I.; Bartulsons, T.The goal of smart and precise horticulture is to increase yield and product quality by simultaneous reduction of pesticide application, thereby promoting the improvement of food security. The scope of this research is apple scab detection in the early stage of development using mobile phones and artificial intelligence based on convolutional neural network (CNN) applications. The research considers data acquisition and CNN training. Two datasets were collected - with images of scab infected fruits and leaves of an apple tree. However, data acquisition is a time-consuming process and scab appearance has a probability factor. Therefore, transfer learning is an appropriate training methodology. The goal of this research was to select the most suitable dataset for transfer learning for the apple scab detection domain and to evaluate the transfer learning impact comparing it with learning from scratch. The statistical analysis confirmed the positive effect of transfer learning on CNN performance with significance level 0.05.Kirje Carbon balance of biogas production from maize in Latvian conditions(2021) Bumbiere, K.; Gancone, A.; Pubule, J.; Blumberga, D.Production of biogas using bioresources of agricultural origin plays an important role in Europe’s energy transition to sustainability. However, many substrates have been denounced in the last years as a result of differences of opinion on its impact on the environment, while finding new resources for renewable energy is a global issue. The aim of the study is to use a carbon balance method to evaluate the real impact on the atmosphere by carrying out a carbon balance to objectively quantify naturally or anthropogenically added or removed carbon dioxide from the atmosphere. This study uses Latvian data to determine the environmental impact of biogas production depending on the choice of substrate, in this case from specially grown maize silage. GHG emissions from specially grown maize use and cultivation (including the use of diesel fuel, crop residue and nitrogen fertilizer incorporation, photosynthesis), biogas production leaks, as well as digestate emissions (including digestate emissions and also saved nitrogen emissions by the use of digestate) are taken into account when compiling the carbon balance of maize. The results showed that biogas production from specially grown maize can save 1.86 kgCO2eq emissions per 1 m3 of produced biogas.Kirje China food security assessment(2021) Chernova, V.Yu.; Kheyfets, B.A.Ensuring food security is a strategic goal of any state, especially in the face of population growth. A review of the academic literature showed the presence of problems in ensuring a high level of food security in China: the rigidity of demand for food, limited land resources, structural contradictions between supply and demand. This study proposes an approach to assessing the level of food security, based on the calculation of an integral index consisting of four units of indicators: the sub-index of provision of crop products, the sub-index of productivity, the sub-index of provision of livestock products, and the sub-index of food import dependence. The results show that, in general, the level of food security in China has increased over the period under review, but there are problems in self-sufficiency in crop and dairy products, as well as in an increase in food import dependence. A forecast of the dynamics of the integral index of the food security level and its sub-indices was constructed, which showed that a decrease in the integral index might occur due to a decrease in self-sufficiency in livestock products and import dependence, while the availability of crop products and yields will increase. The study showed that the measures taken by the Chinese government led to some positive changes, but it is necessary to take a comprehensive approach to this problem, to solve which it is necessary to use the potential of all sectors of the food industry.Kirje Differentiated application of nitrogen fertilizers based on optical sensor readings(2021) Shchuklina, O.; Afanasiev, R.; Voronchikhina, I.; Klimenkova, I.; Komkova, A.The article considers the method of variable rate application of top dressing with nitrogen fertilizers in spring barley crops in the system of precise agriculture. The principle of is based on the in-process diagnosis of plants state in key phases of development and the introduction of necessary dose of top dressing in specific field areas. To assess the plants state, a GreenSeeker optical sensor, which measures the NDVI (Normalized Difference Vegetation Index). The tailored application of top dressing increases the yield of spring barley grain by 14.2% compared to the application of fertilizers with one calculated rate for the entire plot or field (Skudra, 2017, Hamann, 2020).Kirje Promoting Farmer occupational safety and health (OSH) services through Extension(2021) McNamara, J.; Fox, M.; Kinsella, J.; O’Connor, D.Strategies for improving OSH in European agriculture are urgently required given the high level of reported injuries and ill health in the sector. The agriculture sector in Europe is enormous in scale and diverse in production systems. A dispersed labour force is deployed in the sector, predominantly using family labour, which is self-employed. Accordingly, a large proportion of the agricultural workforce is outside the scope of EU directives on occupational safety and health (OSH).The aim of this paper is to examine the role and engagement of the discipline of agricultural extension in promoting OSH in agriculture and consider methodologies that this discipline can use most effectively to gain OSH adoption. The paper compares regulatory and extension approaches to consider their respective roles in promoting OSH in agriculture. EU developments related to extension and OSH are then outlined. Regarding extension engagement, findings of a survey among extension and OSH professionals throughout Europe found that OSH is considered an important topic and worthwhile for inclusion in extension but it indicates that currently the level of extension programming is limited. Irish data on OSH extension methodologies indicates that advisors consider that a range of extension approaches are available to motivate farmers on OSH adoption with TV victim testimonials, on-farm social learning discussion groups and on-farm demonstrations having the highest preferences. Data presented indicates that Irish farmers expressed good satisfaction ratings with OSH extension relevance to their farms. Overall, the study advocates giving more consideration of the role of extension in promoting agricultural OSH.