Guru Verify: real-time, cloud-based, machine-learning commissioning tools to radically improve performance of heat networks

Guru verify:基于云的实时机器学习调试工具,可从根本上提高热力网络的性能

基本信息

  • 批准号:
    104729
  • 负责人:
  • 金额:
    $ 35.86万
  • 依托单位:
  • 依托单位国家:
    英国
  • 项目类别:
    Feasibility Studies
  • 财政年份:
    2019
  • 资助国家:
    英国
  • 起止时间:
    2019 至 无数据
  • 项目状态:
    已结题

项目摘要

Heat networks connect heat sources (such as combined heat and power plants, geothermal or industrial waste heat) with homes and businesses through a network of insulated pipes carrying hot water. They are a well-established technology in Europe and, while they only provide 2% of the overall UK heat demand, it is estimated that this could rise to 43% by 2050.1 Achieving this growth is an essential part of decarbonising the UK's building stock, which is a key target in the 2017 Clean Growth Strategy and a legal requirement under the Climate Change Act. Almost half the final energy consumed in the UK is used as heat. It is estimated that heat networks can reduce carbon emissions by up to 42% for domestic dwellings, and provide an overall reduction of 5.7 MtCO2 from all buildings by 2030\. Alongside carbon savings, heat networks also help combat fuel poverty, with customers paying on average £100 p.a. less than those using individual gas boilers; contribute to the UK's energy security by reducing the need to import gas; and, provide an important source of local job creation, among other benefits. However, even where networks are well-designed, they are rarely commissioned properly, resulting in high heat loss, increased fuel use, increased costs for both the network operator and final consumer, and extremely poor customer experience. Current commissioning practices are poor as doing it properly is expensive and time consuming, and as contractors are not incentivised to invest the required resources it is not undertaken uniformly across new networks - ESCOs might manually sample 10% of dwellings before adoption, allowing un-commissioned networks into operation. The Guru Verify project is designed to improve the commissioning process by providing a data-driven commissioning tool that allows contractors and network operators to quickly and cheaply verify performance in real-time on 100% of end customers on a network. The project builds on Guru System's previous work with SBRI, their existing real-time data analysis, and Fairheat's extensive experience delivering commissioning services on site, to develop a commissioning methodology, site tools and cloud-based software to make 100% verification simple and cheap for low-skilled technicians. Our real-world results on the SBRI project showed that proper commissioning alone can reduce heat losses on networks by nearly 70%. When combined with proper design, improved commissioning is projected to result in £200m in savings over 10 years. 1. https://www.gov.uk/government/news/7m-boost-to-heat-industry-innovation
供热网络通过输送热水的绝缘管道网络将热源(如热电联产厂、地热或工业废热)与家庭和企业连接起来。它们是欧洲一项成熟的技术,虽然它们仅提供英国整体热需求的2%,但据估计,到2050年,这一需求可能会上升到43%。1实现这一增长是英国建筑存量脱碳的重要组成部分,这是2017年清洁增长战略的关键目标,也是《气候变化法》的法律的要求。在英国,几乎一半的最终能源消耗都是用于供暖。据估计,供热网络可以减少家庭住宅高达42%的碳排放,到2030年,所有建筑物的二氧化碳排放量将减少570万吨。除了节省碳排放,供热网络还有助于消除燃料贫困,客户平均每年支付100英镑。与使用单个燃气锅炉的人相比,使用燃气锅炉的人的成本更低;通过减少进口天然气的需求,为英国的能源安全做出贡献;并且,除其他好处外,还为当地创造就业机会提供了重要来源。然而,即使在网络设计良好的地方,它们也很少得到适当的调试,导致高热量损失,增加燃料使用,增加网络运营商和最终消费者的成本,以及极差的客户体验。目前的调试实践很差,因为正确地进行调试既昂贵又耗时,而且由于承包商没有动力投入所需的资源,因此在新网络中没有统一进行-ESCO可能在采用之前手动采样10%的住宅,允许未调试的网络投入运行。Guru Verify项目旨在通过提供数据驱动的调试工具来改进调试过程,该工具允许承包商和网络运营商快速,廉价地实时验证网络上100%最终客户的性能。该项目建立在Guru System之前与SBRI的合作、现有的实时数据分析以及Fairheat在现场提供调试服务的丰富经验的基础上,开发了调试方法、现场工具和基于云的软件,使低技能技术人员的100%验证变得简单和廉价。我们在SBRI项目上的实际结果表明,仅适当的调试就可以将网络上的热损失减少近70%。当与适当的设计相结合时,改进的调试预计将在10年内节省2亿英镑。1. https://www.gov.uk/government/news/7m-boost-to-heat-industry-innovation

项目成果

期刊论文数量(0)
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会议论文数量(0)
专利数量(0)

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其他文献

Internet-administered, low-intensity cognitive behavioral therapy for parents of children treated for cancer: A feasibility trial (ENGAGE).
针对癌症儿童父母的互联网管理、低强度认知行为疗法:可行性试验 (ENGAGE)。
  • DOI:
    10.1002/cam4.5377
  • 发表时间:
    2023-03
  • 期刊:
  • 影响因子:
    4
  • 作者:
  • 通讯作者:
Differences in child and adolescent exposure to unhealthy food and beverage advertising on television in a self-regulatory environment.
在自我监管的环境中,儿童和青少年在电视上接触不健康食品和饮料广告的情况存在差异。
  • DOI:
    10.1186/s12889-023-15027-w
  • 发表时间:
    2023-03-23
  • 期刊:
  • 影响因子:
    4.5
  • 作者:
  • 通讯作者:
The association between rheumatoid arthritis and reduced estimated cardiorespiratory fitness is mediated by physical symptoms and negative emotions: a cross-sectional study.
类风湿性关节炎与估计心肺健康降低之间的关联是由身体症状和负面情绪介导的:一项横断面研究。
  • DOI:
    10.1007/s10067-023-06584-x
  • 发表时间:
    2023-07
  • 期刊:
  • 影响因子:
    3.4
  • 作者:
  • 通讯作者:
ElasticBLAST: accelerating sequence search via cloud computing.
ElasticBLAST:通过云计算加速序列搜索。
  • DOI:
    10.1186/s12859-023-05245-9
  • 发表时间:
    2023-03-26
  • 期刊:
  • 影响因子:
    3
  • 作者:
  • 通讯作者:
Amplified EQCM-D detection of extracellular vesicles using 2D gold nanostructured arrays fabricated by block copolymer self-assembly.
使用通过嵌段共聚物自组装制造的 2D 金纳米结构阵列放大 EQCM-D 检测细胞外囊泡。
  • DOI:
    10.1039/d2nh00424k
  • 发表时间:
    2023-03-27
  • 期刊:
  • 影响因子:
    9.7
  • 作者:
  • 通讯作者:

的其他文献

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{{ truncateString('', 18)}}的其他基金

An implantable biosensor microsystem for real-time measurement of circulating biomarkers
用于实时测量循环生物标志物的植入式生物传感器微系统
  • 批准号:
    2901954
  • 财政年份:
    2028
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Exploiting the polysaccharide breakdown capacity of the human gut microbiome to develop environmentally sustainable dishwashing solutions
利用人类肠道微生物群的多糖分解能力来开发环境可持续的洗碗解决方案
  • 批准号:
    2896097
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
A Robot that Swims Through Granular Materials
可以在颗粒材料中游动的机器人
  • 批准号:
    2780268
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Likelihood and impact of severe space weather events on the resilience of nuclear power and safeguards monitoring.
严重空间天气事件对核电和保障监督的恢复力的可能性和影响。
  • 批准号:
    2908918
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Proton, alpha and gamma irradiation assisted stress corrosion cracking: understanding the fuel-stainless steel interface
质子、α 和 γ 辐照辅助应力腐蚀开裂:了解燃料-不锈钢界面
  • 批准号:
    2908693
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Field Assisted Sintering of Nuclear Fuel Simulants
核燃料模拟物的现场辅助烧结
  • 批准号:
    2908917
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Assessment of new fatigue capable titanium alloys for aerospace applications
评估用于航空航天应用的新型抗疲劳钛合金
  • 批准号:
    2879438
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Developing a 3D printed skin model using a Dextran - Collagen hydrogel to analyse the cellular and epigenetic effects of interleukin-17 inhibitors in
使用右旋糖酐-胶原蛋白水凝胶开发 3D 打印皮肤模型,以分析白细胞介素 17 抑制剂的细胞和表观遗传效应
  • 批准号:
    2890513
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
CDT year 1 so TBC in Oct 2024
CDT 第 1 年,预计 2024 年 10 月
  • 批准号:
    2879865
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship
Understanding the interplay between the gut microbiome, behavior and urbanisation in wild birds
了解野生鸟类肠道微生物组、行为和城市化之间的相互作用
  • 批准号:
    2876993
  • 财政年份:
    2027
  • 资助金额:
    $ 35.86万
  • 项目类别:
    Studentship

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Cyber Risk-Resilience of Wind Plants: A Formal Approach to Verify Safety and Stability of Wind Turbines and Power Plants
风力发电厂的网络风险抵御能力:验证风力涡轮机和发电厂安全性和稳定性的正式方法
  • 批准号:
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利用转座子加速的实验室进化发现并验证共同进化的原理
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