SCC-CIVIC-PG Track A: Full Building Scans for Targeted Micro-retrofits using Drones, Radars, and Deep Learning

SCC-CIVIC-PG 轨道 A:使用无人机、雷达和深度学习进行全面建筑扫描以进行有针对性的微型改造

基本信息

  • 批准号:
    2228568
  • 负责人:
  • 金额:
    $ 5万
  • 依托单位:
  • 依托单位国家:
    美国
  • 项目类别:
    Standard Grant
  • 财政年份:
    2022
  • 资助国家:
    美国
  • 起止时间:
    2022-10-01 至 2023-08-31
  • 项目状态:
    已结题

项目摘要

Poor air and moisture sealing in building envelopes contribute to worse buildings emissions and occupant health outcomes. Finding moisture using thermal scans can be a laborious and environmentally constrained process. Our contribution in ground penetrating radar involves using machine learning to find anomalous areas of interest in radar scans. We will be able to find trapped and hidden moisture that is not detectable with current non destructive testing techniques. By partnering with the City of New York and NGOs like District 2030, this project will (a) research the applicability of radar scans on different types of building facades, (b) create real, actionable outcomes that will improve the quality of life for residents of disadvantaged communities in NYC by creating better buildings through improving building envelopes with targeted micro-retrofits, (c) create a product that is beneficial to the new construction, the existing construction, the building insurance, the property management, and the building engineering industries. This project will enhance US competitiveness, produce new products, bolster economic growth, and benefit society at large. The findings from this project have the potential to scale and produce similar positive outcomes across the nation.Poorly maintained building envelopes exacerbate building greenhouse gas emissions and cause quality of life problems. We propose a non-invasive integrated solution to locate and document moisture intrusion, thermal bridges, and air leaks to diagnose building envelope issues. The system identifies and quantifies common envelope defects and applies long-wave radar and deep learning to detect hidden deep moisture penetration and other major envelope defects. This project aims to perform inspections on public and private buildings in New York City, specifically in low-income communities. We will work with community organizations and local government departments already carrying out this work and enhance their efforts through AI and robotics technologies being actively developed in the PI/Co-PI’s labs. This project will improve the quality of life for residents in low-income communities by creating more comfortable and usable buildings. With this system, it is possible to perform low-cost, targeted micro-retrofits to address envelope issues. We will either address building envelope issues directly through low-cost targeted micro-retrofits or we will propose a list of retrofits to our partners when that is not possible. This project is in response to the Civic Innovation Challenge program—Track A. Living in a changing climate: pre-disaster action around adaptation, resilience, and mitigation—and is a collaboration between NSF, the Department of Homeland Security, and the Department of Energy.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
建筑物围护结构中的空气和水分密封不良会导致建筑物排放和居住者健康状况恶化。使用热扫描寻找水分可能是一个费力且受环境约束的过程。我们在探地雷达方面的贡献包括使用机器学习在雷达扫描中找到感兴趣的异常区域。我们将能够找到被困和隐藏的水分是无法检测与目前的无损检测技术。通过与纽约市和2030区等非政府组织合作,该项目将(a)研究雷达扫描对不同类型建筑立面的适用性,(B)通过有针对性的微改造改善建筑围护结构,创造更好的建筑,创造真实的可操作的成果,改善纽约市弱势社区居民的生活质量,(c)创造一个对新建筑、现有建筑、建筑保险、物业管理和建筑工程行业都有利的产品。该项目将提高美国的竞争力,生产新产品,促进经济增长,造福整个社会。该项目的研究结果有可能在全国范围内扩大规模并产生类似的积极成果。维护不善的建筑围护结构加剧了建筑温室气体排放,并导致生活质量问题。我们提出了一种非侵入式集成解决方案,用于定位和记录水分入侵,热桥和空气泄漏,以诊断建筑围护结构问题。该系统识别和量化常见的信封缺陷,并应用长波雷达和深度学习来检测隐藏的深层水分渗透和其他主要信封缺陷。该项目旨在对纽约市的公共和私人建筑进行检查,特别是在低收入社区。我们将与已经开展这项工作的社区组织和地方政府部门合作,并通过PI/Co-PI实验室积极开发的人工智能和机器人技术来加强他们的努力。该项目将通过建造更舒适和可用的建筑物来改善低收入社区居民的生活质量。有了这个系统,就有可能进行低成本、有针对性的微改造,以解决信封问题。我们将通过低成本的有针对性的微型改造直接解决建筑围护结构问题,或者在不可能的情况下向我们的合作伙伴提出一份改造清单。该项目是对公民创新挑战计划-轨道A的回应。生活在不断变化的气候中:该奖项反映了NSF的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。

项目成果

期刊论文数量(2)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
DeepGPR: Learning to Identify Moisture Defects in Building Envelope Assemblies from Ground Penetrating Radar
DeepGPR:学习通过探地雷达识别建筑围护结构组件中的潮湿缺陷
Marker-based Extrinsic Calibration for Thermal-RGB Camera Pair with Different Calibration Board Materials
具有不同校准板材料的热 RGB 相机对基于标记的外部校准
{{ item.title }}
{{ item.translation_title }}
  • DOI:
    {{ item.doi }}
  • 发表时间:
    {{ item.publish_year }}
  • 期刊:
  • 影响因子:
    {{ item.factor }}
  • 作者:
    {{ item.authors }}
  • 通讯作者:
    {{ item.author }}

数据更新时间:{{ journalArticles.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ monograph.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ sciAawards.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ conferencePapers.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ patent.updateTime }}

Chen Feng其他文献

Photocatalytic activity of sulfated Mo-doped TiO2@fumed SiO2
硫酸化Mo掺杂TiO2@气相SiO2的光催化活性
  • DOI:
  • 发表时间:
    2013
  • 期刊:
  • 影响因子:
    15.1
  • 作者:
    Chen Feng;Dai Honghu;Yan Jintaog;Zhong Mingqiang
  • 通讯作者:
    Zhong Mingqiang
Real-Time Robust 3D Plane Extraction for Wearable Robot Perception and Control
用于可穿戴机器人感知和控制的实时鲁棒 3D 平面提取
  • DOI:
    10.1115/dmd2018-6964
  • 发表时间:
    2018
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Ran Duan;Shuangyue Yu;Guang H. Yue;R. Foulds;Chen Feng;Yingli Tian;Hao Su
  • 通讯作者:
    Hao Su
Interfacial Control of ZnO Microrod for Whispering Gallery Mode Lasing
回音壁模式激光的 ZnO 微棒界面控制
  • DOI:
    10.1021/acsphotonics.8b00128
  • 发表时间:
    2018-04
  • 期刊:
  • 影响因子:
    7
  • 作者:
    Qin Fiefei;Xu Chunxiang;Lei Dang Yuan;Li Siqi;Liu Jin;Zhu Quxiang;Cui Qiannan;You Daotong;Manohari A. Gowri;Zhu Zhu;Chen Feng
  • 通讯作者:
    Chen Feng
Fidelity quantification of mercury(II) ion via circumventing biothiols-induced sequestration in enzymatic amplification system
通过规避酶放大系统中生物硫醇诱导的螯合对汞 (II) 离子进行保真度定量
  • DOI:
    10.1039/c6ra16960k
  • 发表时间:
    2016-08
  • 期刊:
  • 影响因子:
    3.9
  • 作者:
    Zhao Yue;Liu Huaqing;Chen Feng;Bai Min;Zhao Yongxi
  • 通讯作者:
    Zhao Yongxi
New 2-Benzoxazolinone Derivatives with Cytotoxic Activities from the Roots of Acanthus ilicifolius
来自 Acanthus ilicifolius 根的具有细胞毒性活性的新型 2-苯并恶唑啉酮衍生物
  • DOI:
    10.1248/cpb.c15-00597
  • 发表时间:
    2015
  • 期刊:
  • 影响因子:
    1.7
  • 作者:
    Zhao Dan;Xie Lijun;Yu Lei;An Ni;Na Wei;Chen Feng;Li Youbin;Tan Yinfeng;Zhang Xiaopo
  • 通讯作者:
    Zhang Xiaopo

Chen Feng的其他文献

{{ item.title }}
{{ item.translation_title }}
  • DOI:
    {{ item.doi }}
  • 发表时间:
    {{ item.publish_year }}
  • 期刊:
  • 影响因子:
    {{ item.factor }}
  • 作者:
    {{ item.authors }}
  • 通讯作者:
    {{ item.author }}

{{ truncateString('Chen Feng', 18)}}的其他基金

CAREER: Robust and Collaborative Perception and Navigation for Construction Robots
职业:建筑机器人的稳健协作感知和导航
  • 批准号:
    2238968
  • 财政年份:
    2023
  • 资助金额:
    $ 5万
  • 项目类别:
    Continuing Grant
SCC-CIVIC-FA Track A: Targeted Micro-retrofits based on Building Envelope Scans using Drones, GPR, and Deep Neural Networks
SCC-CIVIC-FA 轨道 A:基于使用无人机、探地雷达和深度神经网络进行建筑包络扫描的有针对性的微改造
  • 批准号:
    2322242
  • 财政年份:
    2023
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
I-Corps: Combining Traditional Building Inspection Sensors with Deep Learning and Robotics
I-Corps:将传统建筑检测传感器与深度学习和机器人技术相结合
  • 批准号:
    2232494
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
NRI: FND: Collaborative Research: DeepSoRo: High-dimensional Proprioceptive and Tactile Sensing and Modeling for Soft Grippers
NRI:FND:合作研究:DeepSoRo:软抓手的高维本体感受和触觉感知与建模
  • 批准号:
    2024882
  • 财政年份:
    2021
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
W-HTF-RL: Collaborative Research: Improving the Future of Retail and Warehouse Workers with Upper Limb Disabilities via Perceptive and Adaptive Soft Wearable Robots
W-HTF-RL:协作研究:通过感知和自适应软可穿戴机器人改善上肢残疾的零售和仓库工人的未来
  • 批准号:
    2026479
  • 财政年份:
    2020
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
CPS: Medium: Accurate and Efficient Collective Additive Manufacturing by Mobile Robots
CPS:中:移动机器人精确高效的集体增材制造
  • 批准号:
    1932187
  • 财政年份:
    2019
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant

相似海外基金

SCC-PG: Trust, transparency and technology: Building digital equity through a civic digital commons
SCC-PG:信任、透明度和技术:通过公民数字共享建立数字公平
  • 批准号:
    2234081
  • 财政年份:
    2023
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track A: Novel Fuel-Flexible Combustion to Enable Ultra-Clean and Efficient Waste-to-Renewable Energy in Changing Climate
SCC-CIVIC-PG 轨道 A:新型燃料灵活燃烧,在不断变化的气候中实现超清洁、高效的废物转化为可再生能源
  • 批准号:
    2228311
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track A: Youth-Centered Civic Technology and Citizen Science for Improving Community Heat Resilience Infrastructure
SCC-CIVIC-PG 轨道 A:以青年为中心的公民技术和公民科学,用于改善社区耐热基础设施
  • 批准号:
    2228553
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track A: Ocean Model Infrastructure For A Resilient Coastal City
SCC-CIVIC-PG 轨道 A:弹性沿海城市的海洋模型基础设施
  • 批准号:
    2228535
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track B: A Coordinated Food Hub Network and Farm to Institution Program: Building Bridges between Small Local Farmers and Institutions in New York State Capital Region
SCC-CIVIC-PG 轨道 B:协调的食品中心网络和农场到机构计划:在纽约州首府地区当地小农民和机构之间架起桥梁
  • 批准号:
    2228544
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track B Design for Community Resilience: Participatory Civic Technology to Close the Last-Mile Disaster Relief Gap in Puerto Rico
SCC-CIVIC-PG 社区复原力 B 轨设计:参与式公民技术缩小波多黎各最后一英里的救灾差距
  • 批准号:
    2228635
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track B: Everyday Respect: Measuring & Improving Police Officer Communication During Motor Vehicle Stops
SCC-CIVIC-PG 轨道 B:日常尊重:测量
  • 批准号:
    2228785
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track B: Community Informed AI-Based System for Driver Training to Advance Neurodiverse Independence and Employment
SCC-CIVIC-PG 轨道 B:社区知情的基于人工智能的驾驶员培训系统,以促进神经多样化的独立和就业
  • 批准号:
    2228370
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track A: Enhancing the Capacity for Environmental and Social Resiliency in Overburdened Communities
SCC-CIVIC-PG 轨道 A:增强负担过重的社区的环境和社会复原能力
  • 批准号:
    2228377
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
SCC-CIVIC-PG Track A: Community-Science Partnership to Enhance Stormwater Adaptation under Climate Change
SCC-CIVIC-PG 轨道 A:加强气候变化下雨水适应的社区科学伙伴关系
  • 批准号:
    2228731
  • 财政年份:
    2022
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant
{{ showInfoDetail.title }}

作者:{{ showInfoDetail.author }}

知道了