About MeSpecialty & SkillEducationWork ExperienceApp StoreOther
topImage
Hello!
I'm Yuga!
scroll
aboutme
About Me
I'm a graduate student at Osaka University majoring in intelligent system, which is synthesized by mathematics, hardware, and software engineering. My particular concerns are Cyber-Physical Systems (CPSs), where physical and software components are densely intertwined with each other, and in the future, I would like to develop software and services that can enhance intelligence and ensure safety of a city-scale CPS. I am currently studying manipulation of the CPS with high performance, safety, and low cost by utilizing my knowledge of machine learning, control theory, and software verification. The unique knowledge and interdisciplinary experienced skill sets as an engineer allow me to merge multidisciplinary resources, from the theoretical developments to the applications. I hope to develop further my skills, manage a team, and provide directions that align with the company's overall goals.
Specialty & Skill
Cyber-Physical System
Networked Control System
Machine Learning
Computer Science
Embedded System
Python, Django
C, C++
React, React Native, Redux
JavaScript, TypeScript
Next.js, Node.js
Flutter
Kotlin, Java
MATLAB
AWS / GCP
Docker
Google Analytics, Firebase
Design / Architect, Figma
Communication
Education
Apr. 2021 - Mar. 2023 (expected)
Osaka, Japan
Osaka University
Master of Engineering (Major in Intelligent System Innovation)
  • My research area focuses on machine learning for uncertain CPS to achieve low-cost, safe, and high-performance control.
  • I'm currently authoring a paper on learning-based event-triggered MPC via symbolic model with stability guarantees, which provides the novel framework for control of CPSs with statility and cost constraints.
  • Participated in collaborative research to path planning in a completely unknown environment.
Networked Control System
Machine Learning
Model Predictive Control
Computer Science
Network Science
Embedded System
Hybrid System
Discrete-event System
Financial Engineering
Statistics
Python
C, C++
Apr. 2017 - Mar. 2021
Osaka, Japan
Osaka University
Bachelor of Engineering ( Major in Intelligent System )
  • My research area focused on the the analysis and design of cyber physical systems, such as networked control systems that exchange information via communication networks, as well as software development for computer control.
  • I authored a paper on event-triggered control for mitigating deterministic SIS spreading processes, which is the novel research area for computer control.
Networked Control System
Machine Learning
Computer Science
Network Science
Hybrid System
Epidemiology
Statistics
Python
C, C++
Work Experience
Jan. 2022 - Mar. 2022
Tokyo, Japan
Recruit Co., Ltd.
UX Director
  • Designed iOS/Anderoid application for Jalan at Recruit Co., Ltd., a social platform that specializes in travels such as lodging, leisure activity, and sightseeing guid.
  • Proposed and developed new functions for detail screens of leisure activity, and measured the effectiveness based on AB test.
  • Developed new original proposals to prevent those who view Jalan from leaving the site such as elimination of information noise, satisfaction of important information, and new function for pricing of coupon, where the price is dynamically changed corresponding to UX.
BigQuery
Python
Adobe Analytics
Nov. 2020 - Jan. 2022
Kyoto, Japan
HACARUS, Inc
Data Scientist
  • As a data scientist, analyzing medical data from other companies and researched the latest tools.
  • In the analysis of medical data, proposed an approach for extracting RR intervals with high accuracy from remote sensing data of heartbeats using millimeter-wave radar.
  • Providing high interpretability in medical and mission-critical areas where it is essential but challenging to understand AI’s decision-making process.
  • Sparse modeling technology that can extract features with a small amount of training data or without any training data is developed.
  • Most common deep learning processes, in which the decision-making mechanism of artificial intelligence is a black box, ours is visualized in a form that can be interpreted by humans.
Python
AWS
Docker
Jan. 2020 - Apr. 2020
Osaka, Japan
Liberty Fish co., LTD
System Engineer
  • Developed a base application for linking other products in the instrumentation systems, which are measuring instruments used for indicating, measuring, and recording physical quantities.
  • Evaluated the performance of air conditioners intending to improve their qualities, such as creating test cases based on the specifications, confirming that the specifications are satisfied, and finding defects.
C++
Python
Mar. 2019 - Jan. 2020
Osaka, Japan
Star Form, Inc
Web App Engineer
  • Launched and managed an ecommerce store, “SpoGift”, which is a service that allows customers easily to create their own sports team original memorabilia.
  • Assigned as UI/UX design, front-end development, and management.
  • Designed and developed iOS/Android application and web application for the service, incorporating the latest technology (React, React Native, Typescript, etc.)
  • Improved them through analyzing user behaviors with Google Analytics and Firebase.
  • Transferred parts of the UI/UX of the app to a venture company.
React
React Native
Node.js
HTML & CSS
jQuery
Google Analytics
Firebase
Feb. 2019 - Mar. 2019
Forest Creek, Australia
Daintree Manor
Bell Person, Workawayer
  • Worked for about two months as a bellperson taking advantage of "workaway", which is an international program that allows travelers to pay for their room and food by helping their host with household work needs, projects, or odd jobs.
  • Guided guests to the rooms, explained how to use the facilities, and worked as a cook for a staff shortage.
Communication
English
Dec. 2017 - Sep. 2020
Osaka, Japan
MSK Anshin Station, Mitsui Sumitomo Insurance Company, Inc
Customer Service Operator
  • Took accident reports from the insurance policyholders over the phone and provided initial responses, e.g., contacting the other party, arranging towing services and rented cars, and request for withholding the treatment costs.
  • Understood requests from the confused customers accurately and advised them in precise terms, considering their feelings.
  • Among the departments of accident report center, I had the best record of the number of accidents handled per day.
Communication
Flexibility
Download App
locknote
App Store
Google Play
Lock Note, iOS/Android App, React Native
A mobile application that allows you to create, save, and edit your own notes. It connects your email address with the note information and stores the data in the cloud. The saved note data can be retrieved at any time. For inquiries, please get in touch with me at my email address. [Privacy & Policy]
Article
qiita
Reactive Computer and Communication Technologies
For Network Control System Leaners
qiita
Reactive Computer and Communication Technologies
For Network Control System Leaners
qiita
Proactive Computer and Communication Technologies
For Network Control System Leaners
qiita
Control of Uncertain Models by BMI Approach
For Bilinear System Leaners
qiita
Gaussian Processes for Learning Self-triggered Controller
For Network Control System and Machine Learning Leaners
qiita
Stability Analysis for Leaning-based MPC
For Network Control System and Machine Learning Leaners
Journal
  • Yuga Onoue, Kazumune Hashimoto, Learning-based Event-triggered MPC with Gaussian processes and terminal constraints, International Journal Robust and Nonlinear Control, Model Predictive Control (MPC) under Disturbances and Uncertainties: Safety, Stability and Learning, preprint. [arXiv]
  • Yuga Onoue, Kazumune Hashimoto, Masaki Ogura, and Toshimitsu Ushio. Event-Triggered Control for Mitigating SIS Spreading Processes. Annual Reviews in Control, 2021. [arXiv]
International Conference
  • W. Hashimoto, K. Hashimoto, Y. Onoue, S. Takai, Learning-Based Iterative Optimal Control for Unknown Systems Using Gaussian Process Regression, European Control Conference (ECC), 2022 (to appear)
Qualification
  • TOEIC, SCORE: 905, Nov. 2022
  • Linguaskill Speaking & Writing: B2 grade, Apr. 2023
  • The Official Business Skill Test in Bookkeeping, 2rd grade, Mar. 2023
  • Advanced Diver (PADI), Jul. 2022
  • First-Class Boat's Operator, Jul. 2022
Contact