Artificial intelligence is becoming embedded in engineering organizations at remarkable speed. Yet much of the current discussion still treats intelligence mainly in computational terms: model capability, automation, prediction and generation. That view is useful, but it is incomplete for knowledge-intensive and high-consequence engineering environments. Engineering performance depends on analytical cognition, but it also depends on experience, tacit know-how, context, relationships, creativity, practical judgment, adaptability, systems thinking, ethics and collective learning. This paper proposes the Human-Centric Intelligence Framework (HCIF), a conceptual framework that places these interdependent forms of human intelligence......

Keywords: human-centric intelligence; knowledge management; artificial intelligence; tacit knowledge; engineering organizations; human-AI collaboration; organizational intelligence; SECI; judgment; assistive AI.

[1]. Breque, M., De Nul, L., & Petridis, A. (2021). Industry 5.0: Towards a sustainable, human-centric and resilient European industry. European Commission, Directorate-General for Research and Innovation.
[2]. Dittmar, E. C., & Sposato, M. (2026). Optimising human-AI decision performance: A trust and capability framework for knowledge management. Knowledge and Process Management, 1-15. https://doi.org/10.1002/kpm.70059
[3]. Nonaka, I. (1994). A dynamic theory of organizational knowledge creation. Organization Science, 5(1), 14-37.
[4]. Nonaka, I., & Takeuchi, H. (1995). The Knowledge-Creating Company. Oxford University Press.
[5]. Polanyi, M. (1966). The Tacit Dimension. University of Chicago Press.

Gears are critical components in mechanical transmission systems and are susceptible to failures such as tooth-surface wear and breakage under harsh operating conditions. Conventional condition-monitoring techniques often struggle to provide early warnings. Electrostatic monitoring technology has garnered significant attention due to its non-contact nature and its ability to detect charged particles generated by wear.

[1] Xue Haiwei, Liu Ruochen, Zhang Lanchun, et al. Modeling, Simulation and Experiment of Monitoring Characteristics of Wear-Site Electrostatic Sensor[J]. Machine Design and Research, 2024, 40(1): 51–55.
[2] Deng Fangfang. Simulation Analysis and Optimization Research on Spatial Sensitivity of Ring-Type Electrostatic Sensor[D]. North University of China, 2018.
[3] Zhang Jin, Ding Li, Wen Tiedun. Coupled Simulation Analysis of Flow Field and Electrostatic Field for a Capacitive Liquid-Level Sensor in a Lubricating-Oil Tank[J]. Transducer and Microsystem Technologies, 2019, 38(3): 4–6, 12.
[4] Liu Ruochen, Zuo Hongfu. Research on Electrostatic Monitoring Method for Fault Injection of Rolling Bearings under Variable Operating Conditions[J]. Chinese Journal of Scientific Instrument, 2014, 35(10): 8–9.
[5] Liu Ruochen, Xu Cheng, Wang Kuiyang, et al. Research on Characteristic Parameters of a New Wear-Site Electrostatic Sensor[J]. Journal of Engineering Design, 2020(005): 27–29.

Retail stores are defined as outlets where retail activities take place. They include all stores, from kiosks and small grocery stores to supermarket chains and shopping malls that sell products and services to end consumers for personal and home use. Although online stores existed before the COVID-19 pandemic, their widespread expansion came following the precautionary measures and lockdowns taken by many countries to address the pandemic. The number of online stores has witnessed a steady increase. These stores provided a unique interactive shopping experience for customers online. After the pandemic, physical stores had to adapt to these changes and offer the interactive and engaging features provided by online stores to achieve a competitive advantage........

Keywords: Interactive Technology, Retail Stores 'Design, Shopping Experience, Interactive Spaces.

[1]. Ahmed K.E.-S., Ambika A. and Belk R. (2022) "Augmented reality magic mirror in the service sector: experiential consumption and the self," Journal of Service Management, vol. 34, no. 1, pp. 56-77. DOI: 10.1108/JOSM-12-2021-0484.
[2]. Adhoni Z.A., Islam M.N., Ambreen S. and Mohammadi M. (2017) "Developing KIOSKs - Touch Based Interactive Information System," International Journal of Computer Science and Information Security (IJCSIS), vol. 15, no. 10, pp. 166-177.
[3]. Aljohi A.S., Alzaabi S.S., Almahri R.S., Tsaramirsis G. and Hamid O.H. (2023) "Navigating the Divide: Digital Kiosks and Mobile Apps as Complementary Human-Centered Self-Service Technologies," Engineering Proceedings, vol. 59, no. 162, pp. 2-7.
[4]. Archibald P., Lohse M., Vaidyanathan N. and Henningsson S. (2020) "Augmented Reality and Customer Experiences in Retail: A case study," in The Americas' Conference on Information Systems (AMCIS). Available at: https://aisel.aisnet.org/amcis2020/strategic_uses_it/strategic_uses_it/18.
[5]. Battistoni P., Gregorio M.D., Romano M., Sebillo M. and Brancaccio A. (2022) "Interaction Design Patterns for Augmented Reality Fitting Rooms," Sensors, vol. 22, no. 982, pp. 1-19.