FOAK 23 | Atmo Smart Depot & Asset Savings | Creating a digital twin tool to identify under-performing assets

**FOAK 23|Atmo Smart Depot&Asset Savings|创建数字孪生工具来识别表现不佳的资产*问题：**铁路车辆段经理面临重大挑战--他们无法访问做出明智决策所需的实时数据，从而全面优化车辆段运营。数据分散在各种平台上，很难收集有价值的见解。此外，许多这种“暗数据”仍未被使用，隐藏了可能优化车辆段运营和改善包括车辆在内的基本资产维护的问题的答案。**我们的解决方案：**我们设想通过将现有数据集与从新部署的物联网传感器收集的数据(收集能源使用情况、GPS、机械振动、空气质量、噪音等)相集成，创建一个智能车场。这种整合将产生仓库的数字孪生兄弟，为决策者提供现场发生的一切情况的概览。这些数据将被提炼成关键性能指标(KPI)和指标，为有效改进运营提供有价值的见解。**核心创新：**AtmoCore Smart Depot凭借将多种技术无缝集成到一个易于使用的平台而脱颖而出。我们的数据和硬件不可知的方法确保了与现有基础架构的兼容性，能够使用任何物联网协议。我们的一项关键创新在于我们的数据融合实践，我们将多个数据集组合在一起，以识别不同数据集之间的新趋势、模式和链接，从而找到只有当您着眼于全局时才可能获得的洞察力。此分析使我们能够开发生成有意义的KPI的算法，使仓库经理能够一目了然地评估仓库的性能。**铁路货运业的好处：**1.成本节约：通过优化仓库运营和资产利用率，AtmoCore将为Network Rail、SWR和其他运营商带来显著的成本节约。环境可持续性：该平台能够监测能源、燃料和水的使用，以及空气和噪音污染，这将有助于减少排放，并使仓库经理能够控制对环境的影响。改进决策：通过实时KPI和洞察力，仓库管理人员可以做出明智的决策，以提高运营效率和安全性。与运营商无关的解决方案：AtmoCore设计为可在多个列车运营公司(TOC)和货运运营公司(Focs)之间部署，确保广泛的行业适用性。**为什么选择Atmo：**凭借良好的业绩记录，Atmo在将其他行业的创新引入铁路行业方面具有得天独厚的优势。我们的数据科学家和软件工程师团队是从未开发的数据源中提取价值的专家，为我们的客户提供最大价值。

**FOAK 23 | Atmo Smart Depot & Asset Savings | Creating a digital twin tool to identify under-performing assets****The Problem:** Rail depot managers face a significant challenge -- they lack access to real-time data necessary for making informed decisions to optimise depot operations fully. Data is scattered across various platforms, making it difficult to gather valuable insights. Additionally, much of this "dark data" remains unused, hiding answers to questions that could optimise depot operations and improve maintenance of essential assets including rolling stock.**Our Solution:** We envision creating a smart depot by integrating existing datasets with data collected from newly deployed IoT sensors collecting energy usage, GPS, machinery vibration, air quality, noise and more. This integration will generate a digital twin of the depot, providing decision-makers with an overview of everything happening on site. This data will be distilled into Key Performance Indicators (KPIs) and metrics that provide valuable insights to improve operations effectively.**Innovation at Its Core:** AtmoCore Smart Depot stands out due to its seamless integration of multiple technologies into one easy-to-use platform. Our data- and hardware-agnostic approach ensures compatibility with existing infrastructure, able to use any IoT protocol.A key innovation lies in our practice of data fusion, where we combine multiple datasets to identify new trends, patterns and links between disparate datasets, finding insights that are only possible when you look at the whole picture. This analysis allows us to develop algorithms that produce meaningful KPIs, enabling depot managers to assess the depot's performance at a glance.**Benefits to Rail Freight Industry:**1. Cost Savings: By optimising depot operations and asset utilisation, AtmoCore will lead to significant cost savings for Network Rail, SWR, and other operators.2. Environmental Sustainability: The platform's ability to monitor energy, fuel, and water usage, along with air and noise pollution, will help reduce emissions and give depot managers control over environmental impact.3. Improved Decision-making: With real-time KPIs and insights, depot managers can make informed decisions to enhance operational efficiency and safety.4. Operator-Agnostic Solution: AtmoCore is designed to be deployable across multiple Train-Operating-Companies (TOCs) and Freight-Operating-Companies (FOCs), ensuring wide industry applicability.**Why Atmo:** With a proven track record, Atmo is uniquely positioned to bring innovations from other industries into the rail sector. Our team of data scientists and software engineers are experts in extracting value from untapped data sources, delivering maximum value to our clients.