Performance Assessment of Product Modules Based on Usage Data Collected Through Embedded Sensors

Hansi Chen, Lei Zhang, Xuening Chu
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引用次数: 2

Abstract

Customer needs elicitation is critical to the improvement and development of products. Due to the lack of relevant knowledge, some needs are difficult to perceive or express for ordinary customers in the traditional survey- based techniques such as interviews, questionnaires, and online reviews. Recent advances in technologies for information gathering make it possible to monitor and collect the usage data continuously during the product usage stage. In this research, a new approach is developed to assess the performance requirements of smartphones based on analysis of the operating data collected through embedded sensors. In the proposed approach, customers of the same product are first classified into different segments based on their usage patterns. Then, a data-based performance assessment method is developed to assess the performance of the product for each user considering product modules. A case study is presented to demonstrate the effectiveness of the proposed approach.
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基于嵌入式传感器采集使用数据的产品模块性能评估
客户需求的挖掘是产品改进和发展的关键。由于缺乏相关知识,在传统的基于调查的技术中,如访谈、问卷调查、在线评论等,一些需求很难被普通客户感知或表达。信息收集技术的最新进展使得在产品使用阶段连续监测和收集使用数据成为可能。在这项研究中,开发了一种新的方法,基于分析通过嵌入式传感器收集的操作数据来评估智能手机的性能需求。在提出的方法中,首先根据使用模式将同一产品的客户划分为不同的细分市场。在此基础上,提出了一种基于数据的性能评估方法,考虑产品模块,对每个用户的产品性能进行评估。最后,通过实例分析,验证了该方法的有效性。
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