2024 : 11 : 21
Hiwa Golpira

Hiwa Golpira

Academic rank: Associate Professor
ORCID:
Education: PhD.
ScopusId: 55497489100
HIndex:
Faculty: Faculty of Agriculture
Address: http://agriculture.uok.ac.ir/golpira/index.htm
Phone: 087-33620553

Research

Title
Markov model planning on the adoption of an enhanced wheat cultivar
Type
JournalPaper
Keywords
Adoption rate of new technology; Data-driven agriculture; Drought resistant cultivar; Food security; Modeling and simulation
Year
2024
Journal Agronomy Journal
DOI
Researchers Hiwa Golpira ، Parviz Rashidiyan ، Markus Demmel

Abstract

Predictions on the time needed to adopt new technologies can be used for planning purposes. These predictions should be calculated using a Markov planning model, which is a probabilistic approach to estimating the speed of adoption. In a research project, a data-driven model was developed to simulate the adoption rate of an enhanced, drought-resistant rain-fed hard wheat (Triticum aestivum L.) cultivar in Kurdistan, Iran. The growers’ decision-making on cultivar replacement was mapped onto the transition matrix, state probability, transition diagram, and tree of the states of the Markov process to compute the limiting probability of the stochastic model, thereby simulating the adoption rate of the wheat cultivar. The mathematical model, which achieves a convergence of 82% adoption for the enhanced wheat cultivar within five years, simulates farmers' behavior and knowledge to enhance food security. Simulating the future of new technology in food and agricultural systems using the proposed methodology can assist policymakers in making informed decisions.