Garbage In, Garbage Out

아무리 완벽한 알고리즘 모델을 구현하더라도, 좋은 품질의 데이터를 갖추지 못하면 
머신러닝의 수행결과는 좋을 수 없습니다.

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What We Do

​​​​에이치큐브는 알고리즘 모델 구현은 물론이고, 각종 센서를 통해 데이터를 수집하고 분석하여
시스템을 학습시키기 위한 최적의 데이터를 가공합니다.

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Save Time, Cut Costs

​​​​최적의 데이터로 학습된 시스템을 통해 부품의 수명, 고장 등을 미리 판단하여 
고객님의 시간 절약과 불필요한 지출을 피할 수 있게 도와드립니다.

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생체 신호 모니터 및 
혈압 예측 시스템


Customer : ETRI
Software : LabVIEW, Python
Hardware : ​NIBP(Non-Invasive Blood Pressure)
AD Instruments, Attachable Bio-signal Patch(ECG, BCG, Temp, Gyro, Acc)
Description 
This system measures real-time ECG (electrocardiogram),
BCG (cardiotocography), and body temperature data using
an attachable bio-signal patch. and measures blood
pressure noninvasively using NIBP (noninvasive blood
pressure). The time difference between the R peak of the
ECG and the J peak of the BCG (R-J interval) is analyzed to
derive a prediction equation. In the future, machine
learning models will be integrated to improve the
prediction accuracy.
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Tele Haptic Auto
Recognition Model


Customer : ERTL
Software : Machinen Learning, Sensor Data measurements 
 & Actuator
Description 
- Hcube developed a Tele Haptic system upon request of ETRI
- By measuring the sensor data developed by ETRI, 
classifying the touch through the machine learning model, and operating a small actuator according to the classified results to make users feel different vibrations
- The technology will continue to be studied in the future
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Wire Bonder Predictive
Maintenance System


Customer : Semiconductor Test House Company
Software : 
Description 
- Wire bonder, an essential equipment in the semiconductor 
field, currently uses more than 90% of foreign equipment, and periodic parts replacement is also costly
- After accumulating learning data through the data 
measurement system, we are developing a system that aims to reduce the maintenance cost of the system by developing the most suitable machine learning model through analysis to identify the performance degradation outcome of the equipment
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Solenoid Valve Controller Diagnosys


Customer : ​KIMM, Automotive Valve Company Joint Task
Software : ​Machine Learning, Auto Test Program
Description 
- The vehicle solenoid valve is the most important part 
because it is used for driving and stopping the vehicle
- Hcube has developed a system that not only determines a 
simple defect in the solenoid valve controller but also infers and diagnoses the type of product defect
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Hall Thruster 
Test System


Customer : KARI
Software : LabVIEW
Hardware
- NI PXIe System (PXIe-4300, PXIe-4310)
- Power Supply (ODA, Magna, Matusada)
Description 
Hall thruster test evaluate the performance of Hall Effect
Thrusters (HET), which accelerate ions using electric and
magnetic fields. 
These tests verify that the HET delivers the required thrust and efficiency for spacecraft propulsion by precisely measuring thrust, electrical characteristics, and plasma conditions. 
This software controls multiple power supplies (Anode, Coils, HC Heater,Keeper) in precise sequences and uses NI PXIe system for accurate voltage and current measurement, optimizing efficiency, accuracy, and safety in propulsion testing.
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Machine Learning
Data Acq System


Customer : BAT
Software : LabVIEW, Python
Description 
- BAT is a world-renowned tobacco producer, building a 
machine learning
- based product management and product line maintenance 
system
- They wanted to solve the problem of production stoppage 
due to frequent breakdowns in the production line
- Hcubed provides DAQ and Machine Learning System for 
Condition Based Maintenance
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Magnetic Field Communication 
Test Bed


Customer : ETRI
Software : LabVIEW
Hardware
- PXIe-5441 – OSP Arb Generator
- PXIe-5122 – High Resolution Digitizer
Description 
To develop a communication system using magnetic fields.
Researchers in ETRI want to make Test bed for adopting various Methods of Modulation and Data sequence. 
So We developed User Configurable Modulation System.
The software consists of the transmitting and receiving parts, which are configured to be used separately by the user on different controllers.
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Piezoelectric sensor
Test System


Customer : ETRI
Software : LabVIEW
Hardware
- USB-4065(DMM) : NI
- cDAQ Chassis with Pressure DAQ Modules – NI
- C-663.12 Motor controller: PI
- C-414 Micro Motor controller : PI
Description 
The system is designed for resistance measurement and
testing of piezoelectric sensors. The old motor was
replaced, and a PID control system using a cDAQ pressure
measurement module and a micro motor was added. The
software has also been newly updated, improving user
convenience.
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