Feature Analysis and Optimization Design of the Wearing Characteristics of Sleep Headphones from the Perspective of Consumer Reviews

LIU Jun; ZHANG Yanyan; FEI Bangyu

doi:10.19554/j.cnki.1001-3563.2025.14.012

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Packaging Engineering ›› 2025, Vol. 46 ›› Issue (14) : 113-120. DOI: 10.19554/j.cnki.1001-3563.2025.14.012

Feature Analysis and Optimization Design of the Wearing Characteristics of Sleep Headphones from the Perspective of Consumer Reviews

LIU Jun¹, ZHANG Yanyan¹, FEI Bangyu^2,*

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Abstract

The work aims to accurately analyze the wearing comfort requirements of headphones in sleep scenes. The network content analysis was carried out to screen the online review data of sleep headphones, the ROST software was applied to mine the high-frequency words of the text, the TF-IDF algorithm was employed to extract the feature words, the programmatic grounded theory research method was used to explore the preference factors for the comfort of wearing sleep headphones, and the fuzzy comprehensive evaluation method was adopted to calculate the weights of each index. Finally, a sleep headphone comfort evaluation system composed of 17 indexes in 6 dimensions was constructed, and a case test was conducted. The overall comfort and adaptability of sleep headphones were significantly improved by focusing on improving comfort elements such as touch interaction, multi-scene mode, sleep pressure, and prompt sound. The weight ranking of headphone wearing factors proposed by the evaluation system can assist designers to regulate the wearing needs in sleep scenes, and enhance the sleep aid perception and wearable experience recognition of headphone products.

Key words

sleep scene / headphone wearing / comfort design

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LIU Jun, ZHANG Yanyan, FEI Bangyu. Feature Analysis and Optimization Design of the Wearing Characteristics of Sleep Headphones from the Perspective of Consumer Reviews[J]. Packaging Engineering. 2025, 46(14): 113-120 https://doi.org/10.19554/j.cnki.1001-3563.2025.14.012

References

[1] BENAIDA M.Developing and Extending Usability Heuristics Evaluation for User Interface Design via AHP[J]. Soft Computing, 2023, 27(14): 9693-9707.
[2] STAVRAKOS S K, AHMED-KRISTENSEN S.Methods of 3D Data Applications to Inform Design Decisions for Physical Comfort[J]. Work, 2016, 55(2): 321-334.
[3] 吴江, 曾敏讷, 刘福珍, 等. 基于元分析方法的可穿戴设备用户采纳行为研究[J]. 信息资源管理学报, 2017, 7(2): 5-13.
WU J, ZENG M, LIU F Z, et al.A Meta-Analysis on Users? Adoption of Wearable Device[J]. Journal of Information Resources Management, 2017, 7(2): 5-13.
[4] WANG Y B, TIAN Y T, LIU F C, et al.Mixed Reality Prototyping for Usability Evaluation in Product Design: A Case Study of a Handheld Printer[J]. Virtual Reality, 2024, 28(1): 6.
[5] 黎睿臻, 吴永萌, 支锦亦. 基于网络评论数据的无线耳机舒适性研究[J]. 机械设计, 2020, 37(9): 134-139.
LI R Z, WU Y M, ZHI J Y.Research on Wireless Earphone’s Comfort Based on Web Review Data[J]. Journal of Machine Design, 2020, 37(9): 134-139.
[6] 朱兆华, 吉晓民, 高瞩, 等. 人耳曲面特征点提取与形状分类方法研究及应用[J]. 机械科学与技术, 2018, 37(3): 409-417.
ZHU Z H, JI X M, GAO Z, et al.An Approach to Design Earphones by Extracting Characteristic Points and Classifying Shape of Auricular Conchae[J]. Mechanical Science and Technology for Aerospace Engineering, 2018, 37(3): 409-417.
[7] 冉令鹏, 王崴, 丁日显, 等. 舒适性耳机半参数化设计优化研究[J]. 听力学及言语疾病杂志, 2015, 23(6): 646-650.
RAN L P, WANG W, DING R X, et al.The Optimization of Comfortable Earphone Designed by the Method of Semi-Parametric[J]. Journal of Audiology and Speech Pathology, 2015, 23(6): 646-650.
[8] 严妍, 刘永红, 王海宁. 耳机佩戴适配度偏差分析算法研究[J]. 机械工程学报, 2023, 59(11): 54-64.
YAN Y, LIU Y H, WANG H N.An Accurate Deviation Analysis Algorithm for Earphone Fit Analysis[J]. Journal of Mechanical Engineering, 2023, 59(11): 54-64.
[9] LIU K X, WANG H N, LIU Q L, et al.A Web-Based Application for TWS Earphone Design and Fit Evaluation[C]// Design, User Experience, and Usability: Design Thinking and Practice in Contemporary and Emerging Technologies. Cham: Springer International Publishing, 2022: 157-167.
[10] HAMADA Y, TOMA S, TAKAHASHI N, et al.Analysis and Feature Extraction of Situation-Dependent Product Selection Using Earphones as an Example[J]. International Journal of Affective Engineering, 2022, 21(2): 85-91.
[11] 黄训江, 闫康. 基于Tf-LSTM的在线评论用户使用场景及关联产品特征需求[J]. 系统工程, 2025, 43(1): 136-147.
HUANG X J, YAN K.User Usage Scenarios Identification and Its Associated Product Feature Requirements from Online Reviews Based on Tf-LSTM[J]. Systems Engineering, 2025, 43(1): 136-147.
[12] LIANG Z L.Context-Aware Sleep Health Recommender Systems (CASHRS): A Narrative Review[J]. Electronics, 2022, 11(20): 3384.
[13] 沈超, 王安宁, 方钊, 等. 基于在线评论数据的产品需求趋势挖掘[J]. 中国管理科学, 2021, 29(5): 211-220.
SHEN C, WANG A N, FANG Z, et al.Trend Mining of Product Requirements from Online Reviews[J]. Chinese Journal of Management Science, 2021, 29(5): 211-220.
[14] 杨彤, 党延忠, 徐照光, 等. 基于扎根理论的感知质量属性抽取方法[J]. 系统管理学报, 2024, 33(6): 1496-1507.
YANG T, DANG Y Z, XU Z G, et al.Perceived Quality Attribute Extraction Method Based on Grounded Theory[J]. Journal of Systems & Management, 2024, 33(6): 1496-1507.
[15] REDONDO M E L, NIEWIADOMSKI R, REA F, et al. Comfortability Analysis under a Human-Robot Interaction Perspective[J]. International Journal of Social Robotics, 2024, 16(1): 77-103.
[16] DOUTRES O, SGARD F, TERROIR J, et al.A Critical Review of the Literature on Comfort of Hearing Protection Devices: Analysis of the Comfort Measurement Variability[J]. International Journal of Occupational Safety and Ergonomics, 2022, 28(1): 447-458.
[17] 张镒, 刘人怀, 陈海权. 商业生态系统中的平台领导力影响因素——基于扎根理论的探索性研究[J]. 南开管理评论, 2020, 23(3): 28-38.
ZHANG Y, LIU R H, CHEN H Q.Research on Influencing Factors of Platform Leadership in Business Ecosystem[J]. Nankai Business Review, 2020, 23(3): 28-38.
[18] 张远. 面向睡眠健康的感知、计算和干预[J]. 科学通报, 2022, 67(1): 27-38.
ZHANG Y.Sensing, Computing and Intervention for Sleep Health[J]. Chinese Science Bulletin, 2022, 67(1): 27-38.
[19] YAN Y, LIU K X, JIANG R, et al.The Effects of Primary Output Design of True Wireless Earbuds on the Wearing Comfort[C]//Design, User Experience, and Usability. Cham: Springer Nature Switzerland, 2023: 421-435.
[20] DICKSON G T, SCHUBERT E.Musical Features that Aid Sleep[J]. Musicae Scientiae, 2022, 26(3): 497-515.
[21] BARTLING M, HAVAS C R, WEGENKITTL S, et al.Modeling Patterns in Map Use Contexts and Mobile Map Design Usability[J]. ISPRS International Journal of Geo-Information, 2021, 10(8): 527.
[22] HOSHINA T, FUJIYAMA D, KOIKE T, et al.Effects of an Active Noise Control Technology Applied to Earphones on Preferred Listening Levels in Noisy Environments[J]. Journal of Audiology & Otology, 2022, 26(3): 122-129.
[23] 姜婷婷, 田慧溢, 许艳闰, 等. 人智交互体验度量: 受控实验的应用及启示[J]. 图书情报知识, 2023, 40(2): 10-19.
JIANG T T, TIAN H Y, XU Y R, et al.Measuring Human-AI Interaction Experience: Implications for Conducting Controlled Experiments[J]. Documentation, Information & Knowledge, 2023, 40(2): 10-19.