Faculty of Engineering, Information and Systems, University of Tsukuba, Tsukuba 305-8573, Ibaraki, Japan.
Graduate School of Systems and Information Engineering, University of Tsukuba, Tsukuba 305-8573, Ibaraki, Japan.
Sensors (Basel). 2020 Dec 25;21(1):83. doi: 10.3390/s21010083.
To evaluate and improve the value of a service, it is important to measure not only the outcomes, but also the process of the service. Value co-creation (VCC) is not limited to outcomes, especially in interpersonal services based on interactions between actors. In this paper, a sensing framework for a VCC process in retail stores is proposed by improving an environment recognition based indoor positioning system with high positioning performance in a metal shelf environment. The conventional indoor positioning systems use radio waves; therefore, errors are caused by reflection, absorption, and interference from metal shelves. An improvement in positioning performance was achieved in the proposed method by using an IR (infrared) slit and IR light, which avoids such errors. The system was designed to recognize many and unspecified people based on the environment recognition method that the receivers had installed, in the service environment. In addition, sensor networking was also conducted by adding a function to transmit payload and identification simultaneously to the beacons that were attached to positioning objects. The effectiveness of the proposed method was verified by installing it not only in an experimental environment with ideal conditions, but posteriorly, the system was tested in real conditions, in a retail store. In our experimental setup, in a comparison with equal element numbers, positioning identification was possible within an error of 96.2 mm in a static environment in contrast to the radio wave based method where an average positioning error of approximately 648 mm was measured using the radio wave based method (Bluetooth low-energy fingerprinting technique). Moreover, when multiple beacons were used simultaneously in our system within the measurement range of one receiver, the appropriate setting of the pulse interval and jitter rate was implemented by simulation. Additionally, it was confirmed that, in a real scenario, it is possible to measure the changes in movement and positional relationships between people. This result shows the feasibility of measuring and evaluating the VCC process in retail stores, although it was difficult to measure the interaction between actors.
为了评估和提高服务的价值,不仅要衡量结果,还要衡量服务的过程。价值共创(VCC)不仅限于结果,尤其是在基于参与者之间互动的人际服务中。在本文中,通过改进一种在金属货架环境中具有高精度定位性能的基于环境识别的室内定位系统,提出了一种用于零售店 VCC 过程的传感框架。传统的室内定位系统使用无线电波;因此,金属货架的反射、吸收和干扰会导致误差。所提出的方法通过使用避免此类错误的红外(IR)狭缝和 IR 光来提高定位性能。该系统旨在根据接收器安装的环境识别方法识别许多和未指定的人,在服务环境中。此外,通过向附加到定位对象的信标添加同时传输有效负载和标识的功能,还进行了传感器网络。通过不仅在具有理想条件的实验环境中安装该系统,而且在实际的零售店环境中进行测试,验证了该方法的有效性。在我们的实验设置中,与具有相同元素数量的无线电波方法相比,在静态环境中,定位识别的可能性误差为 96.2mm,而无线电波方法的平均定位误差约为 648mm(蓝牙低能指纹技术)。此外,当我们的系统在一个接收器的测量范围内同时使用多个信标时,通过仿真实现了脉冲间隔和抖动率的适当设置。此外,还确认在真实场景中,可以测量人与人之间的运动和位置关系的变化。尽管很难测量参与者之间的相互作用,但这一结果表明了在零售店测量和评估 VCC 过程的可行性。