Mapping relationships between mobile phone call activity and regional function using self-organizing map

Abstract: Mobile phone data help us to understand human activities. Researchers have investigated the characteristics and relationships of human activities and regional function using information from physical and virtual spaces. However, how to establish location mapping between spaces to explore the relationships between mobile phone call activity and regional function remains unclear. In this paper, we employ a self-organizing map (SOM) to map locations with 24-dimensional activity attributes and identify relationships between users’ mobile phone call activities and regional functions. We apply mobile phone call data from Harbin, a city in northeast China, to build the location mapping relationships between user clusters of mobile phone call activity and points of interest (POI) composition in geographical space. The results indicate that for mobile phone call activities, mobile phone users are mapped to five locations that represent particular mobile phone call patterns. Regarding regional functions, we identified nine unique types of functional areas that are related to production, business, entertainment and education according to the patterns of users and POI proportions. We then explored the correlations between users and POIs for each type of area. The results of this research provide new insights into the relationships between human activity and regional functions.

To cite this article: Weihua, D., Shengkai, W., Yu, L., 2021. Mapping relationships between mobile phone call activity and regional function using self-organizing map. Computers, Environment and Urban Systems 87, 101624.

DOI: 10.1016/j.compenvurbsys.2021.101624

What is the difference between augmented reality and 2D navigation electronic maps in pedestrian wayfinding?

Abstract: Augmented reality (AR) navigation aids have become widely used in pedestrian navigation, yet few studies have verified their usability from the perspective of human spatial cognition, such as visual attention, cognitive processing, and spatial memory. We conducted an empirical study in which smartphone-based AR aids were compared with a common two-dimensional (2D) electronic map. We conducted eye-tracking wayfinding experiments, in which 73 participants used either a 2D electronic map or AR navigation aids. We statistically compared participants’ wayfinding performance, visual attention, and route memory between two groups (AR and 2D map navigation aids). The results showed their wayfinding performance did not differ significantly. Regarding visual attention, the participants using AR tended to have significantly shorter fixation durations, greater saccade amplitudes, and smaller pupil sizes on average than the 2D map participants, which indicates lower average cognitive workloads throughout the wayfinding process. Considering attention on environmental objects, the participants using AR paid less visual attention to buildings but more to persons than the participants using 2D maps. Sketched routes results revealed that it was more difficult for AR participants to form a clear memory of the route. The aim of this study is to inspire more usability research on AR navigation.


To cite this article: Weihua Dong , Yulin Wu , Tong Qin , Xinran Bian , Yan Zhao , Yanrou He , Yawei Xu & Cheng Yu (2021): What is the difference between augmented reality and 2D navigation electronic maps in pedestrian wayfinding?, Cartography and Geographic Information Science.

DOI: 10.1080/15230406.2021.1871646




Doctoral candidate, Bing Liu, from the Chair of Cartography, won Best Doctoral Colloquium Paper Award in the 6th Immersive Learning Research Network Conference, iLRN2020.

Abstract: Navigation service is a widespread geoinformation service and can be embedded in an augmented reality (AR). In this work-in-progress, we aim at a user interface of AR-based indoor navigation system, which could not only guide users to destinations quickly and safely, but also improve users’ spatial learning. We designed an interface for indoor navigation on HoloLens, gathered feedback from users, and found that arrows are an intuitive aid of orientation. Semantic meanings embedded in icons are not self-explaining, but icons with text can serve as virtual landmarks and help with spatial learning.

To cite this paper: Liu, B., & Meng, L. (2020, June). Doctoral Colloquium—Towards a Better User Interface of Augmented Reality Based Indoor Navigation Application. In 2020 6th International Conference of the Immersive Learning Research Network (iLRN) (pp. 392-394). IEEE.

Her work is about Towards a Better User Interface of Augmented Reality based Indoor Navigation Application. The work-in-progress paper is available online:


摘要:传统的地图交互方式主要包括鼠标键盘控制和触摸设备控制,对根据人类视觉通道、利用眼动控制进行地图交互的研究还很少。眼动数据可以透露出人的心理状态和兴趣,因此将其作为地图交互的输入信息可以增加应用的可靠性和便利性。首先利用Tobii EyeX 眼动仪获取眼动数据,将该数据作为地图交互的输入信息,提出了注视点过滤算法和注视多边形定位算法;然后设计了眼控控件及其交互响应方式,解决了地图眼控交互中存在的注视点冗余、交互反馈延迟问题,并开发了一套眼动控制的交互式地图原型系统;最后通过比较用户分别使用眼动控制和鼠标控制完成相同地图浏览任务的耗时及表现,对地图眼控交互算法和原型系统进行了评价。

引用本文:朱琳, 王圣凯, 袁伟舜, 等. 眼动控制的交互式地图设计[J]. 武汉大学学报信息科学版, 2020, 45(5): 736-743.

How does gender affect indoor wayfinding under time pressure?

ABSTRACT:Indoor wayfinding is an important and complex daily activity. In this study, we aimed to explore the indoor wayfinding performance of pedestrians of different genders under time pressure.We conducted a way finding experiment in a real-world subway station in Beijing using eye-tracking and verbal protocol methods and analyzed wayfinding efficiency, strategies and eye movement data from 38 participants. The results indicated that both male and female participants experienced more difficulty reading maps under time pressure. We also found that males consistently had higher efficiency when they searched for information and could extract information from signage more efficiently than females when they were not under time pressure. Males were more adventurous and preferred to take risks under time pressure, while females consistently maintained a conservative strategy. These findings contribute to the understanding of gender differences in indoor wayfinding and cognition.

TO cite this paper:

Yixuan Zhou, Xueyan Cheng, Lei Zhu, Tong Qin, Weihua Dong & Jiping Liu (2020) How does gender affect indoor wayfinding under time pressure?, Cartography and Geographic Information Science, 47:4, 367-380, DOI: 10.1080/15230406.2020.1760940

Comparing pedestrians’ gaze behavior in desktop and in real environments

ABSTRACT: This research is motivated by the widespread use of desktop environments in the lab and by the recent trend of conducting real-world eye-tracking experiments to investigate pedestrian navigation. Despite the existing significant differences between the real world and the desktop environments, how pedestrians’ visual behavior in real environments differs from that in desktop environments is still not well understood. Here, we report a study that recorded eye movements for a total of 82 participants while they were performing five common navigation tasks in an unfamiliar urban environment (N = 39) and in a desktop environment (N = 43). By analyzing where the participants allocated their visual attention, what objects they fixated on, and how they transferred their visual attention among objects during navigation, we found similarities and significant differences in the general fixation indicators, spatial fixation distributions and attention to the objects of interest. The results contribute to the ongoing debate over the validity of using desktop environments to investigate pedestrian navigation by providing insights into how pedestrians allocate their attention to visual stimuli to accomplish navigation tasks in the two environments.

TO cite this paper:

Weihua Dong, Hua Liao, Bing Liu, Zhicheng Zhan, Huiping Liu, Liqiu Meng & Yu Liu (2020) Comparing pedestrians’ gaze behavior in desktop and in real environments, Cartography and Geographic Information Science, DOI: 10.1080/15230406.2020.1762513


How does map use differ in virtual reality and desktop-based environments?

ABSTRACT: Maps based on virtual reality (VR) are evolving and are being increasingly used in the fifield of geography. However, the advantages of VR based on the map use processes of users over desktop-based environments (DEs) are not fully understood. In this study, an experiment was conducted in which 120 participants performed map use tasks using maps and globes in VR and DE. The participants’ eye movements and questionnaires were collected to compare the map use performance di erences. We analyzed the general metrics, information searching and processing metrics of participants (e.g. response time, RT; average fifixation duration, AFD; average saccade duration, ASD; saccade frequency, SF, etc.) using maps and globes in di erent environments. We found that the participants using VR processed information more effiffifficiently (AFDDE = 233.34 ms, AFDVR = 173.09 ms), and the participants using DE had both a signifificantly shorter response time (RTDE = 88.68 s, RTVR = 124.05 s) and a shorter visual search time (ASDDE = 60.78 ms, ASDVR = 112.13 ms; SFDE = 6.30, SFVR = 2.07). We also found similarities in accuracy, satisfaction and readability. These results are helpful for designing VR maps that can adapt to human cognition and reflflect the advantages of VR.

TO cite this paper:

Weihua Dong, Tianyu Yang, Hua Liao & Liqiu Meng (2020) How does map use differ in virtual reality and desktop-based environments?, International Journal of Digital Earth, DOI: 10.1080/17538947.2020.1731617

Assessing Similarities and Differences between Males and Females in Visual Behaviors in Spatial Orientation Tasks

Abstract: Spatial orientation is an important task in human wayfinding. Existing research indicates sex‐related similarities and differences in performance and strategies when executing spatial orientation behaviors, but few studies have investigated the similarities and differences in visual behaviors between males and females. To address this research gap, we explored visual behavior similarities and differences between males and females using an eye‐tracking method. We recruited 40 participants to perform spatial orientation tasks in a desktop environment and recorded their eye‐tracking data during these tasks. The results indicate that there are no significant differences between sexes in efficiency and accuracy of spatial orientation. In terms of visual behaviors, we found that males fixated significantly longer than females on roads. Males and females had similar fixation counts in building, signpost, map, and other objects. Males and females performed similarly in fixation duration for all five classes. Moreover, fixation duration was well fitted to an exponential function for both males and females. The base of the exponential function fitted by males’ fixation duration was significantly lower than that of females, and the coefficient difference of exponential function was not found. Females were more effective in switching from maps to signposts, but differences of switches from map to other classes were not found. The newfound similarities and differences between males and females in visual behavior may aid in the design of better human centered outdoor navigation applications.

To cite this paper:

Dong, W.; Zhan, Z.; Liao, H.; Meng, L.; Liu, J. Assessing Similarities and Differences between Males and Females in Visual Behaviors in Spatial Orientation Tasks. ISPRS Int. J. Geo-Inf. 20209, 115.