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
LYH发布了新的文献求助10
刚刚
米籽完成签到 ,获得积分10
1秒前
Hello应助达不溜采纳,获得10
2秒前
2秒前
时尚傲旋完成签到,获得积分10
3秒前
烟花应助xiao采纳,获得10
3秒前
3秒前
4秒前
kejilingyu完成签到,获得积分10
5秒前
5秒前
Jason完成签到,获得积分10
5秒前
6秒前
7秒前
8秒前
9秒前
搜集达人应助科研通管家采纳,获得10
9秒前
9秒前
小蘑菇应助科研通管家采纳,获得10
9秒前
irsoo发布了新的文献求助10
10秒前
甜甜曼凡应助科研通管家采纳,获得10
10秒前
大雪纷飞发布了新的文献求助10
10秒前
10秒前
aajhajkahna应助科研通管家采纳,获得10
10秒前
愉快电脑应助科研通管家采纳,获得30
10秒前
甜甜曼凡应助科研通管家采纳,获得10
10秒前
aajhajkahna应助科研通管家采纳,获得10
11秒前
东方元语应助科研通管家采纳,获得20
11秒前
留胡子的寄瑶完成签到,获得积分10
11秒前
molihuakai应助科研通管家采纳,获得10
11秒前
11秒前
英俊的铭应助科研通管家采纳,获得10
11秒前
乐空思应助科研通管家采纳,获得30
11秒前
12秒前
英姑应助科研通管家采纳,获得10
12秒前
12秒前
顾矜应助wwj采纳,获得10
12秒前
13秒前
ZT完成签到,获得积分20
14秒前
朴素万声发布了新的文献求助10
14秒前
15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
化工安全与环保 1000
Autoparametric Resonance in Mechanical Systems 1000
基于锂离子电池正极材料回收的绿色溶剂开发及工程化应用研究 800
Effects of Two Weeks of Red Light Therapy on Choroidal Thickness and Axial Length in Young Adults 700
Cosmos as Art Object: Studies in Plato's Timaeus and Other Dialogues 600
Management and the Arts 510
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 7654784
求助须知:如何正确求助?哪些是违规求助? 9225985
关于积分的说明 19822049
捐赠科研通 7221142
什么是DOI,文献DOI怎么找? 3279759
关于科研通互助平台的介绍 2440243
邀请新用户注册赠送积分活动 2279171