Sensor information fusion by integrated AI to control public emotion in a cyber-physical environment

Seul Gi Choi, Sung-Bae Cho

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

The cyber-physical system (CPS) is a next-generation smart system that combines computing with physical space. It has been applied in various fields because the uncertainty of the physical world can be ideally controlled using cyber technology. In terms of environmental control, studies have been conducted to enhance the effectiveness of the service by inducing ideal emotions in the service space. This paper proposes a CPS control system for inducing emotion based on multiple sensors. The CPS can expand the constrained environmental sensors of the physical space variously by combining the virtual space with the physical space. The cyber space is constructed in a Unity 3D space that can be experienced through virtual reality devices. We collect the temperature, humidity, dust concentration, and current emotion in the physical space as an environmental control elements, and the control illumination, color temperature, video, sound and volume in the cyber space. The proposed system consists of an emotion prediction module using modular Bayesian networks and an optimal stimulus decision module for deriving the predicted emotion to the target emotion based on utility theory and reinforcement learning. To verify the system, the performance is evaluated using the data collected from real situations.

Original languageEnglish
Article number3767
JournalSensors (Switzerland)
Volume18
Issue number11
DOIs
Publication statusPublished - 2018 Nov 2

Fingerprint

emotions
Information fusion
Emotions
fusion
sensors
Sensors
Reinforcement learning
Bayesian networks
Virtual reality
environmental control
Dust
Atmospheric humidity
Lighting
Acoustic waves
Color
Control systems
Temperature
Humidity
modules
Uncertainty

All Science Journal Classification (ASJC) codes

  • Analytical Chemistry
  • Atomic and Molecular Physics, and Optics
  • Biochemistry
  • Instrumentation
  • Electrical and Electronic Engineering

Cite this

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Sensor information fusion by integrated AI to control public emotion in a cyber-physical environment. / Choi, Seul Gi; Cho, Sung-Bae.

In: Sensors (Switzerland), Vol. 18, No. 11, 3767, 02.11.2018.

Research output: Contribution to journalArticle

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