Analysis of Smart and Sustainable Cities through K-Means Clustering

聚类分析 计算机科学 人工智能
作者
Partha Sarthy,Piyush Choudhary
标识
DOI:10.1109/parc52418.2022.9726254
摘要

With rampant urbanization and industrialization, the quest to become a Smart City is in vogue. Elaborate designs, ideas, and solutions to existing problems are being devised. However, in this race, city planners often neglect the most critical factor related to one's existence on the Earth, i.e., Sustainability. Designing smart and sustainable cities is a challenge whose solutions are not easy. Also, developing a proposed smart city is a time-consuming process as it involves its foundations, analyzing the needs, latest technology, infrastructure, and topography. This paper aims to analyze the patterns followed by cities worldwide in the quest to make smart cities. This shall also show how newer cities can become innovative based on the work already done by the existing cities through the concept of Inheritance. In order to do this, a dataset comprising 102 cities is analyzed based on six metrics. A combination of the Principal Component Analysis and K-means Clustering technique is used to assist with the analysis of this unlabeled dataset. It is thereby shown that these 102 cities can be identified as belonging to 4 clusters and the cluster properties can then be inherited by any new city poised to become a future smart city.

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
刚刚
刚刚
情怀应助科研通管家采纳,获得10
1秒前
核桃应助科研通管家采纳,获得20
1秒前
molihuakai应助科研通管家采纳,获得10
1秒前
dshihb发布了新的文献求助10
1秒前
彭于晏应助淡淡红茶采纳,获得10
1秒前
星辰大海应助科研通管家采纳,获得10
1秒前
Ava应助淡淡红茶采纳,获得10
1秒前
molihuakai应助科研通管家采纳,获得10
1秒前
Ryann发布了新的文献求助10
1秒前
丘比特应助科研通管家采纳,获得10
1秒前
上官若男应助淡淡红茶采纳,获得10
1秒前
慕青应助科研通管家采纳,获得10
1秒前
科研通AI6.2应助淡淡红茶采纳,获得10
1秒前
打打应助科研通管家采纳,获得10
1秒前
1秒前
Hello应助科研通管家采纳,获得50
1秒前
小蘑菇应助淡淡红茶采纳,获得10
1秒前
斯文败类应助科研通管家采纳,获得10
1秒前
深情安青应助淡淡红茶采纳,获得10
2秒前
田様应助科研通管家采纳,获得10
2秒前
2秒前
丘比特应助淡淡红茶采纳,获得10
2秒前
田様应助科研通管家采纳,获得30
2秒前
情怀应助淡淡红茶采纳,获得10
2秒前
在水一方应助科研通管家采纳,获得10
2秒前
2秒前
科研通AI6.3应助淡淡红茶采纳,获得10
2秒前
爆米花应助科研通管家采纳,获得10
2秒前
科研通AI6.2应助淡淡红茶采纳,获得10
2秒前
完美世界应助科研通管家采纳,获得10
2秒前
蓝宝宝发布了新的文献求助10
2秒前
酷波er应助科研通管家采纳,获得10
2秒前
打打应助科研通管家采纳,获得10
2秒前
2秒前
李健应助科研通管家采纳,获得10
3秒前
OK应助燕子采纳,获得20
3秒前
烟花应助科研通管家采纳,获得10
3秒前
3秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(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
Arthritis and Related Conditions, An Issue of Orthopedic Clinics 1000
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
ズームレンズの光学設計に関する研究 800
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 700
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 7288701
求助须知:如何正确求助?哪些是违规求助? 8908211
关于积分的说明 18854255
捐赠科研通 6957220
什么是DOI,文献DOI怎么找? 3208910
关于科研通互助平台的介绍 2378678
邀请新用户注册赠送积分活动 2184721