技术
- 分析与建模 - 大数据分析
- 功能应用 - 企业资产管理系统 (EAM)
适用行业
- 建筑物
- 零售
适用功能
- 采购
- 产品研发
用例
- 资产健康管理 (AHM)
- 时间敏感网络
服务
- 数据科学服务
- 测试与认证
关于客户
Hodges Ward Elliott 是一家商业房地产投资公司,在房地产行业利用数据科学方面处于领先地位。该公司认识到数据科学在理解和预测房地产趋势方面的潜力,一直积极采用新技术和方法来获得竞争优势。该公司认为,了解人群的偏好以及这些偏好如何随时间变化是房地产盈利的关键。为此,他们一直在使用开放数据和开源编程语言 R 来分析数据并识别趋势和模式。他们还一直在使用预测模型来预测纽约市任何特定年份出售建筑物的可能性。
挑战
Hodges Ward Elliott 是一家商业房地产投资公司,希望利用数据科学在房地产市场上获得竞争优势。该公司认识到数据科学在房地产行业的潜力,而房地产行业传统上采用此类技术的速度很慢。我们面临的挑战是找到一种有效利用数据科学来了解人群偏好以及这些偏好如何随时间变化的方法。这种理解对于预测房地产趋势至关重要,因为它可以深入了解人们想要在哪里生活、购物和工作。然而,由于房地产行业缺乏现成的数据,获取和分析相关数据是一项重大挑战。
解决方案
该公司转向开放数据,这是世界各国政府发起的一项运动,旨在在线提供所有政府机构数据。这提供了以前无法用于分析的大量数据,尤其是在城市市场内。该公司使用开源编程语言 R 来分析这些数据并确定趋势和模式。他们使用各种数据源,包括出租车流量、城市自行车、银行存款数据、新建许可证等来了解人们的偏好以及它们如何随时间变化。他们还使用预测模型来预测纽约市任何特定年份出售建筑物的概率。该模型基于纽约市税区数据和纽约市销售数据,并使用随机森林建模来提高速度和准确性。该公司还使用空间滞后(一种总结点周围数据点的技术)来提高模型的预测准确性。
运营影响
数量效益
Case Study missing?
Start adding your own!
Register with your work email and create a new case study profile for your business.
相关案例.
Case Study
Energy Saving & Power Monitoring System
Recently a university in Taiwan was experiencing dramatic power usage increases due to its growing number of campus buildings and students. Aiming to analyze their power consumption and increase their power efficiency across 52 buildings, the university wanted to build a power management system utilizing web-based hardware and software. With these goals in mind, they contacted Advantech to help them develop their system and provide them with the means to save energy in the years to come.
Case Study
Intelligent Building Automation System and Energy Saving Solution
One of the most difficult problems facing the world is conserving energy in buildings. However, it is not easy to have a cost-effective solution to reduce energy usage in a building. One solution for saving energy is to implement an intelligent building automation system (BAS) which can be controlled according to its schedule. In Indonesia a large university with a five floor building and 22 classrooms wanted to save the amount of energy being used.
Case Study
Improving Production Line Efficiency with Ethernet Micro RTU Controller
Moxa was asked to provide a connectivity solution for one of the world's leading cosmetics companies. This multinational corporation, with retail presence in 130 countries, 23 global braches, and over 66,000 employees, sought to improve the efficiency of their production process by migrating from manual monitoring to an automatic productivity monitoring system. The production line was being monitored by ABB Real-TPI, a factory information system that offers data collection and analysis to improve plant efficiency. Due to software limitations, the customer needed an OPC server and a corresponding I/O solution to collect data from additional sensor devices for the Real-TPI system. The goal is to enable the factory information system to more thoroughly collect data from every corner of the production line. This will improve its ability to measure Overall Equipment Effectiveness (OEE) and translate into increased production efficiencies. System Requirements • Instant status updates while still consuming minimal bandwidth to relieve strain on limited factory networks • Interoperable with ABB Real-TPI • Small form factor appropriate for deployment where space is scarce • Remote software management and configuration to simplify operations
Case Study
Powering Smart Home Automation solutions with IoT for Energy conservation
Many industry leaders that offer Smart Energy Management products & solutions face challenges including:How to build a scalable platform that can automatically scale-up to on-board ‘n’ number of Smart home devicesData security, solution availability, and reliability are the other critical factors to deal withHow to create a robust common IoT platform that handles any kind of smart devicesHow to enable data management capabilities that would help in intelligent decision-making