Assessing farmers' perception to Agriculture 4.0 technologies: A new interval‐valued spherical fuzzy sets based approach

范围(计算机科学) 计算机科学 模糊性 多准则决策分析 模糊逻辑 过程(计算) 区间(图论) 模糊集 农业 管理科学 运筹学 人工智能 数学 工程类 地理 操作系统 组合数学 考古 程序设计语言
作者
Melike Erdoğan
出处
期刊:International Journal of Intelligent Systems [Wiley]
卷期号:37 (2): 1751-1801 被引量:12
标识
DOI:10.1002/int.22756
摘要

Agriculture 4.0 is the usage of advanced technologies for ensuring sustainability and efficient use of resources in agriculture, which can be accepted one of the biggest challenges of mankind. With Agriculture 4.0 technologies, it is aimed to raise productivity, reduce waste and costs. To ensure that agriculture 4.0 technologies are adopted by farmers as soon as possible, the perspective and perception of farmers to these technologies should be analyzed firstly. For this purpose, we propose a decision-making framework to measure farmers' view of Agriculture 4.0 technologies and to perform a prioritization study based on the perception of use among these technologies. Multicriteria decision analysis is also utilized to deal with all qualitative and quantitative factors in the decision process. Within the scope of this study, interval-valued spherical fuzzy numbers are used to model the vagueness in the process in the best manner and to be able to reflect the uncertainty arising from the usage of linguistic variables in the decision process. The SWARA and MAIRCA multicriteria decision making (MCDM) methods, which have been used frequently in the literature and are applied very successfully in MCDM problems, have been firstly extended by spherical fuzzy sets (SFSs) and the advantages for these methods have been utilized within the framework of fuzzy logic. The proposed method allows decision-makers to mirror their hesitations in decision-making using a linguistic evaluation scale established upon interval-valued SFSs. A comparative analysis based on the ordinary fuzzy sets is also performed for the obtained results and the clear superiority of the proposed approach is presented. In addition, the robustness of the model is tested with sensitivity analysis. After these analyzes it is obtained that this paper provides a unique perspective to the literature due to its originality in both the subject and adopted fuzzy methodology.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
何香稳发布了新的文献求助10
1秒前
Tuniverse_发布了新的文献求助10
5秒前
23发布了新的文献求助10
5秒前
阔达的起眸完成签到,获得积分20
6秒前
一颗星发布了新的文献求助10
7秒前
Lxx完成签到,获得积分10
8秒前
Ava应助微笑猎豹采纳,获得10
11秒前
12秒前
贪玩的丹萱完成签到,获得积分10
12秒前
科研通AI6.4应助lllll采纳,获得10
13秒前
star完成签到,获得积分10
15秒前
15秒前
wanci应助mmyhn采纳,获得10
15秒前
慕青应助monly采纳,获得10
15秒前
15秒前
Mizuki完成签到,获得积分10
16秒前
17秒前
猫小乐C完成签到,获得积分10
18秒前
18秒前
alicealike完成签到,获得积分10
19秒前
20秒前
21秒前
21秒前
miao发布了新的文献求助10
22秒前
李彪发布了新的文献求助10
22秒前
DuofuShan给DuofuShan的求助进行了留言
23秒前
zyf完成签到,获得积分10
23秒前
动听的荧完成签到 ,获得积分10
25秒前
王乾宇完成签到 ,获得积分10
25秒前
27秒前
miao完成签到,获得积分10
27秒前
29秒前
29秒前
30秒前
Zslf发布了新的文献求助30
30秒前
PICC完成签到 ,获得积分10
30秒前
Aulalala完成签到,获得积分10
32秒前
mm发布了新的文献求助10
32秒前
NexusExplorer应助小乔同学采纳,获得10
32秒前
杏杏完成签到,获得积分10
32秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
APA handbook of comparative psychology: Basic concepts, methods, neural substrate, and behavior 1000
Child and Adolescent Mental Health 600
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
The fast track to determining transfer functions of linear circuits: The student guide 500
Römisch-Germanische Forschungen 500
Electric machines: theory, operating applications, and controls 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7599959
求助须知:如何正确求助?哪些是违规求助? 9176120
关于积分的说明 19647859
捐赠科研通 7176078
什么是DOI,文献DOI怎么找? 3268564
关于科研通互助平台的介绍 2433035
邀请新用户注册赠送积分活动 2262135