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G. Avinash

Publications (9)

Enhancing Agricultural Commodity Price Forecasting Using Generative Models: A Deep Learning Approach

G. Avinash, G. H. Harish Nayak, Moumita Baishya, B. Samuel Naik & Karthik V.C. · Journal of Scientific Research and Reports · 2024

Predicting stock market prices is a critical yet challenging task in finance. Technical analysis, a widely used methodology in investment theory, involves forecasting price movements by analyzing historical market data. Recently, deep learning has gained prominence for its except...

Open access Research Article 10.9734/jsrr/2024/v30i102424

Growth and Trend Analysis of Area, Production and Productivity of Cotton Crop in the Ballari District of Karnataka

. Ramesh, G. Avinash, G. Amith, Revappa M. Rebasiddanavar, M. Shilpa & K. N. Krishamurthy · Journal of Experimental Agriculture International · 2022

Cotton is the main source of commercial fiber. In India's economy, it is one of the most important cash crops. This study used secondary data to look at the growth in cotton crop area, production, and productivity in the Ballari district of Karnataka over the last 46 years (1970–...

Open access Research Article 10.9734/jeai/2022/v44i430811

Agromet Advisory Services for Climate Smart Agriculture

G. Amith, . Ramesh, G. Avinash, Mahesh Haroli, Hemareddy Thimmareddy & C. Dharani · Journal of Experimental Agriculture International · 2022

Climate smart agriculture (CSA) is a strategy for guiding the transformation and reorientation of agricultural production in light of the new realities of climate change. CSA manage the climate risks by adapting and building resilience of agricultural and food security system to...

Open access Research Article 10.9734/jeai/2022/v44i430810

Impact of Seasonal Shifts on Cereal Crop Acreage in Western Odisha, India: An Empirical Analysis

Moumita Baishya, Gunturi Alekhya, Veershetty, G. Avinash & Harish Nayak GH · Journal of Experimental Agriculture International · 2024

In recent years, India’s agricultural landscape has undergone profound changes driven by a variety of factors. The sector in Odisha, in particular, is characterized by considerable risks and uncertainties, necessitating a thorough examination of growth and stability. This researc...

Open access Research Article 10.9734/jeai/2024/v46i92868

A Comparative Analysis of Time Series Models for Onion Price Forecasting: Insights for Agricultural Economics

Vinay H T, Pavithra V, Jagadeesh M S, G. Avinash & Harish Nayak G H · Journal of Experimental Agriculture International · 2024

Onion price forecasting plays a critical role in agricultural planning, market stability, and consumer welfare. By predicting onion prices, stakeholders can make informed decisions regarding planting, harvesting, trading, and consumption, mitigating risks and ensuring sustainable...

Open access Research Article 10.9734/jeai/2024/v46i52365

Trends in Area, Production, and Productivity of Coffee in Chikkamagaluru District of Karnataka, India

G. H. Harish Nayak, A. Varalakshmi, M. G. Manjunath, G. Avinash, Veershetty & Moumita Baishya · Journal of Experimental Agriculture International · 2023

Coffee is a significant commodity crop worldwide, and Karnataka, an Indian state with coffee-growing regions such as Chikkamagaluru, Kodagu, and Hassan, is a major producer. Chikkamagaluru, also known as the Coffee Land of Karnataka, is the primary location for Arabica coffee pro...

Open access Research Article 10.9734/jeai/2023/v45i42113

Effect of Socio-Economic and Demographic Characteristics on Agricultural Labourers Migration in Bidar District of Karnataka, India

Veershetty, A. Muhsina, Mutteppa Chigadolli, G. H. Harish Nayak, G. Avinash, Moumita Baishya & S. N. Megeri · Asian Journal of Agricultural Extension, Economics & Sociology · 2023

The study was carried out in the Bidar district of Kalyana Karnataka where a people's migration is big. Three talukas were chosen based on the highest labour force from the district. In specific, they were Bidar, Bhalki, and Basavakalyan. In random selection, four villages from e...

Open access Research Article 10.9734/ajaees/2023/v41i92100

Volume and Status of Agricultural Labourers’ Migration in Bidar District, Karnataka, India

Veershetty, A. Muhsina, Mutteppa Chigadolli, G. H. Harish Nayak, G. Avinash, Moumita Baishya & S. N. Megeri · Journal of Experimental Agriculture International · 2023

The study was carried out in the Bidar district of Kalyana Karnataka where a people's migration is big. Three talukas were chosen based on the highest labour force from the district. In specific, they were Bidar, Bhalki, and Basavakalyan. In random selection, four villages from e...

Open access Research Article 10.9734/jeai/2023/v45i92182

Trend Analysis and Prediction of Rainfall Using Deep Learning Models in Three Sub-Divisions of Karnataka

G. H. Harish Nayak, A. Varalakshmi, M. G. Manjunath, Veershetty, G. Avinash & Moumita Baishya · Journal of Experimental Agriculture International · 2023

Precise estimation of rainfall is a crucial and challenging task in environmental science. It involves the use of advanced and powerful models to forecast non-linear and dynamic changes in rainfall. Deep learning, a recently developed method for handling vast amounts of data and...

Open access Research Article 10.9734/jeai/2023/v45i42114