.png){kind=icon}
返回
The Smart in Smart Cities: A Framework for Image Classification Using Deep Learning
.png){kind=icon}
OA
AI
DOI：10.3390/s22124390.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
The need for a smart city is more pressing today due to the recent pandemic, lockouts, climate changes, population growth, and limitations on availability/access to natural resources. However, these challenges can be better faced with the utilization of new technologies. The zoning design of smart cities can mitigate these challenges. It identifies the main components of a new smart city and then proposes a general framework for designing a smart city that tackles these elements. Then, we propose a technology-driven model to support this framework. A mapping between the proposed general framework and the proposed technology model is then introduced. To highlight the importance and usefulness of the proposed framework, we designed and implemented a smart image handling system targeted at non-technical personnel. The high cost, security, and inconvenience issues may limit the cities' abilities to adopt such solutions. Therefore, this work also proposes to design and implement a generalized image processing model using deep learning. The proposed model accepts images from users, then performs self-tuning operations to select the best deep network, and finally produces the required insights without any human intervention. This helps in automating the decision-making process without the need for a specialized data scientist.
Keyword:
smart city
deep learning
zoning
transfer learning
images
automation
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.5
论文数:
7.2W
被引数:
20.9W
机构
引用论文
.png){kind=icon}
Stakeholders' stake and relation to smartness in smart city development: Insights from a Swedish city planning project利益相关者在智慧城市发展中的利益及其与智慧的关系: 来自瑞典城市规划项目的见解OAAI
OAAI分享收藏A survey on deep learning methods for power load and renewable energy forecasting in smart microgrids智能微电网中电力负荷和可再生能源预测的深度学习方法综述
PREAI
分享收藏The power of obfuscation techniques in malicious JavaScript code: A measurement study恶意JavaScript代码中混淆技术的功能: 一项测量研究OAAI
OAAI分享收藏分享收藏Moving towards smart cities: Solutions that lead to the Smart City Transformation Framework迈向智慧城市: 导致智慧城市转型框架的解决方案
PREAI
分享收藏
查看更多内容