Improving Building Temperature Forecasting: A Data-driven Approach with System Scenario Clustering

no code implementations • 21 Feb 2024 • Dafang Zhao, Zheng Chen, Zhengmao Li, Xiaolei Yuan, Ittetsu Taniguchi

For smart energy management in buildings, usage patterns and their resulting profiles allow the improvement of control systems with prediction capabilities.

Clustering Computational Efficiency +2

Data-driven HVAC Control Using Symbolic Regression: Design and Implementation

no code implementations • 6 Apr 2023 • Yuki Ozawa, Dafang Zhao, Daichi Watari, Ittetsu Taniguchi, Toshihiro Suzuki, Yoshiyuki Shimoda, Takao Onoye

A model predictive control (MPC) based HVAC scheduling is formulated with the developed models to minimize energy consumption and peak power demand and maximize thermal comfort.

energy management Management +4

A Picture May Be Worth a Hundred Words for Visual Question Answering

no code implementations • 25 Jun 2021 • Yusuke Hirota, Noa Garcia, Mayu Otani, Chenhui Chu, Yuta Nakashima, Ittetsu Taniguchi, Takao Onoye

This paper delves into the effectiveness of textual representations for image understanding in the specific context of VQA.

Data Augmentation Descriptive +2