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Article
Publication date: 19 March 2024

Cemalettin Akdoğan, Tolga Özer and Yüksel Oğuz

Nowadays, food problems are likely to arise because of the increasing global population and decreasing arable land. Therefore, it is necessary to increase the yield of…

Abstract

Purpose

Nowadays, food problems are likely to arise because of the increasing global population and decreasing arable land. Therefore, it is necessary to increase the yield of agricultural products. Pesticides can be used to improve agricultural land products. This study aims to make the spraying of cherry trees more effective and efficient with the designed artificial intelligence (AI)-based agricultural unmanned aerial vehicle (UAV).

Design/methodology/approach

Two approaches have been adopted for the AI-based detection of cherry trees: In approach 1, YOLOv5, YOLOv7 and YOLOv8 models are trained with 70, 100 and 150 epochs. In Approach 2, a new method is proposed to improve the performance metrics obtained in Approach 1. Gaussian, wavelet transform (WT) and Histogram Equalization (HE) preprocessing techniques were applied to the generated data set in Approach 2. The best-performing models in Approach 1 and Approach 2 were used in the real-time test application with the developed agricultural UAV.

Findings

In Approach 1, the best F1 score was 98% in 100 epochs with the YOLOv5s model. In Approach 2, the best F1 score and mAP values were obtained as 98.6% and 98.9% in 150 epochs, with the YOLOv5m model with an improvement of 0.6% in the F1 score. In real-time tests, the AI-based spraying drone system detected and sprayed cherry trees with an accuracy of 66% in Approach 1 and 77% in Approach 2. It was revealed that the use of pesticides could be reduced by 53% and the energy consumption of the spraying system by 47%.

Originality/value

An original data set was created by designing an agricultural drone to detect and spray cherry trees using AI. YOLOv5, YOLOv7 and YOLOv8 models were used to detect and classify cherry trees. The results of the performance metrics of the models are compared. In Approach 2, a method including HE, Gaussian and WT is proposed, and the performance metrics are improved. The effect of the proposed method in a real-time experimental application is thoroughly analyzed.

Details

Robotic Intelligence and Automation, vol. 44 no. 1
Type: Research Article
ISSN: 2754-6969

Keywords

Article
Publication date: 25 March 2024

Maria Holgado, Constantin Blome, Martin C. Schleper and Nachiappan Subramanian

The purpose of this article is to discuss how the mastery of resilience in operations and supply chains plays a significant role in the transition to a more sustainable future…

Abstract

Purpose

The purpose of this article is to discuss how the mastery of resilience in operations and supply chains plays a significant role in the transition to a more sustainable future. Furthermore, it is supposed to propose avenues for future research on operational and supply chain resilience, interacting with the sustainability literature in our field.

Design/methodology/approach

A conceptual review of resilience and sustainability themes within operations and supply chain management research is conducted. Reflections on the topic are informed by relevant literature published over the last decade.

Findings

The major conceptual contributions are threefold: (1) This article elaborates on the understanding of operational resilience and supply chain resilience concepts and reviews their respective primary research streams. (2) It proposes resilience as the missing element in the pursuit of excellence in organizations that want to contribute to a more sustainable future. (3) The article offers a research framework that provides a future research agenda at the intersection of resilience and sustainability in operations and supply chain management research.

Originality/value

The article highlights gaps in current research and illustrates further areas of research that need to be addressed to maximize the contribution of operations and supply chain management research in supporting practitioners to achieve a more sustainable future.

Details

International Journal of Operations & Production Management, vol. 44 no. 5
Type: Research Article
ISSN: 0144-3577

Keywords

Open Access
Article
Publication date: 3 January 2024

Paul Christopher Strickland and Vanessa Ratten

The main purpose of this article is to understand the motivations for Bhutanese students to study hospitality and tourism courses. The second objective is to analyse what…

Abstract

Purpose

The main purpose of this article is to understand the motivations for Bhutanese students to study hospitality and tourism courses. The second objective is to analyse what countries are the preferred destinations for study abroad and visitation for students. This includes focussing on new course topic areas such as sustainability for business in hospitality and tourism courses.

Design/methodology/approach

A quantitative methodology approach was undertaken with two surveys administered to the first and second student intakes into the Bhutan Middle Management Hotel Program. Motivational and reasoned action theory form the basis of the theoretical framework to understand behavioural intentions regarding educational choices in hospitality and tourism courses.

Findings

The results of the surveys indicate that the main motivations to study hospitality and tourism are for attraction, career opportunities, status, broader benefits and aptitude. In addition, it was found that students studying hospitality and tourism in Bhutan are likely to stay in the sector for a long period of time thereby contributing to the economic and social development of Bhutan. Moreover, it was found that the United Nations Sustainable Development goals are increasingly being integrated into the tourism and hospitality sector, which is influencing students to study these topic areas.

Research limitations/implications

The results of this study will help government and hospitality providers support educational training programs by focussing on new education topic areas. This study is limited to Bhutan.

Practical implications

The results of this study will help government and hospitality providers support educational training programs by focussing on new education topic areas such as sustainability for business management. This will enable hospitality and tourism providers in Bhutan to update their curriculum and to focus on emerging industry needs.

Originality/value

This is amongst the first studies on Bhutanese students motivations for studying hospitality and tourism. It will provide practical and policy advise about how to train workers in order to become less reliant on foreign training providers and the importance of integrating sustainability topics in course design.

Details

Journal of Trade Science, vol. 12 no. 1
Type: Research Article
ISSN: 2815-5793

Keywords

Article
Publication date: 20 March 2024

Anni Rahimah, Ben-Roy Do, Angelina Nhat Hanh Le and Julian Ming Sung Cheng

This study aims to investigate specific green-brand affect in terms of commitment and connection through the morality–mortality determinants of consumer social responsibility and…

Abstract

Purpose

This study aims to investigate specific green-brand affect in terms of commitment and connection through the morality–mortality determinants of consumer social responsibility and the assumptions of terror management theory in the proposed three-layered framework. Religiosity serves as a moderator within the framework.

Design/methodology/approach

Data are collected in Taipei, Taiwan, while quota sampling is applied, and 420 valid questionnaires are collected. The partial least squares technique is applied for data analysis.

Findings

With the contingent role of religiosity, consumer social responsibility influences socially conscious consumption, which in turn drives the commitment and connection of green-brand affect. The death anxiety and self-esteem outlined in terror management theory influence materialism, which then drives green-brand commitment; however, contrary to expectations, they do not drive green-brand connection.

Originality/value

By considering green brands beyond their cognitive aspects and into their affective counterparts, morality–mortality drivers of green-brand commitment and green-grand connection are explored to provide unique contributions so as to better understand socially responsible consumption.

Details

Journal of Product & Brand Management, vol. 33 no. 3
Type: Research Article
ISSN: 1061-0421

Keywords

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