Algorithms for wearablesWe enable turning our partners’ wearable devices into smart ones, in no time!(watch)
Established
in 2016, Nohayo
developed algorithms specifically designed for wearable and hearable devices.
Our embedded algorithms have low computational complexity while still retaining the highest accuracy in the market.
three principal areas of monitoring Nohayo’s algorithms are focused on three principal areas of monitoring.
1/3
Cardiovascular and Cardiorespiratory Monitoring
Activity and Performance Tracking
(Day)
(Night)
91%
Blood Oxyhen
Our advanced algorithms are designed to continuously monitor the most critical cardiovascular parameters, even while you're on the move.
Our algorithms allow continuous and motion-tolerate tracking of Heart-Rate, HRV and Stress, Respiratory-Rate, Oxygen Saturation (SpO2), and Atrial fibrillation (AF).
Nohayo's advanced sleep tracking algorithms are capable of precisely monitoring the various stages of your sleep, evaluating its quality, and identifying instances of obstructive sleep apnea (OSA), all through the use of a wristwatch or finger ring only
Nohayo's sleep monitoring algorithms accurately track the quality and phases of sleep, as well as detect Obstructive Sleep Apnea (OSA) events and gauge their severity.
With our cutting-edge algorithms, we can track your body movements, analyze your gait, and provide real-time feedback on your fitness level, helping to prevent injuries, improve performance, and gain insights into your physical activities throughout the day!
Our algorithms all-day user’s activity classification, real-time fall-detection, swimming tracking, and running and gait analysis.
CARDIO AND RESPIRATORY APPLICATIONSOur advanced algorithms are designed to continuously monitor the most critical cardiovascular parameters, even while you're on the move.
1Heart-Rate Tracking Algorithm(Tracking Any Activity)
Using our algorithm, any wearable device with a PPG and Accelerometer sensor becomes the most accurate continuous Heart-Rate (HR) tracker.
Highly accurate, motion-tolerate, slim memory usage and computational complexity, suitable for both sports and fitness activities, and for all-day wellness monitoring.
Accuracy
>98.5% accuracy for ±15 BPM
>95.8% accuracy for ±10 BPM
>91.7% accuracy for ±5 BPM
Mean initialization time of 6.1±3.7 seconds
Mean delay time of the system is 3.7±1.3 seconds
Download brochure
2Heart Rate Variability (HRV) Algorithm(While Resting or Active)
By using PPG and Acceleration signals, our algorithm can precisely measure HRV, the variation in time between each heartbeat.
Measuring HRV can objectively assess readiness, workload, and recovery status. An affordable and scalable solution for maintaining operational performance.
Our filters enable precise reconstruction of a PPG signals’ shape to detect systole peaks and calculate the time intervals between them, a solution for both at rest and daily life activities.
Accuracy
<10% LF/HR error at all activities
We developed an HRV solution that works during any activity
Using PPG signals, and Acc for motion compensation
HRV can be used for stress assessment, sleep quality, and fitness recovery analysis
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3Breathing Rate Tracking Algorithm(Breathe Easy)
By utilizing wearable devices equipped with an optical PPG sensor and an accelerometer, the device is capable of functioning as a tracker for respiration rate.
Users never need to wear anything on the chest or near the nose.
Can be used for multiple applications such as Biofeedback, Meditation, General Health Status and more.
The algorithm analyzes modulations in pulse signals and tracks respiratory rates during sleep or daily activities.
Accuracy
Rest, Low activity, Walking
±2.14 Accuracy, BPM
8-30 Range, BPM
Sleep
±0.88 Accuracy, BPM
5-15 Range, BPM
Guided breathing exercise
±0.2 Accuracy, BPM
5-8 Range, BPM
Download brochure
4Continuous Oxygen Saturation Algorithm(Oxygen Wrist Monitoring)
Can be implemented on any wearable device containing Red and IR PPG optical sensor.
With medical grade accuracy, the SpO2 algorithm, and the device implementing it, can be FDA or CE cleared.
Recursive reconstruction techniques enhance PPG signals, enabling the extraction of robust SpO2 from challenging body areas such as the wrist.
Accuracy is > 95% +/-3% compared to Nonin (based on 80 subject validation)
The Department of Health Services at UCLA validated our SpO2 algorithm by comparing it to a finger device cleared by the FDA as well as to blood samples.
The study involved 38 healthy participants aged 23-56 years, with oxygen saturation levels ranging from 100% to 70%, and the results showed a strong Pearson correlation coefficient of r=0.953.
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5Continuous Cardiac Arrhythmia Detection(AFIB Alerts)
Our algorithm enables continuous monitoring of Atrial fibrillation (AFIB) on any type of wearable device containing a PPG optical sensor and an Accelerometer.
AF is usually detected using an ECG monitoring. ECG is a non-continuous approach and requires the user to actively place his other hand on the watch\ ring face.
By using a PPG only, we allow a continuous and unobtrusive monitoring solution.
Accuracy The AF detection overall accuracy is: 0.962, AUC: 0.998, AF specificity: 0.974, AF Sensitivity: 0.931
We’ve collected more than 430 sessions of synced PPG and ECG signals with various cardiac arrhythmias.
Our first ready app is AF detection. In the next release we will also be able to detect other cardiac arrhythmias.
Download brochure
SLEEP ANALYSISNohayo's advanced sleep tracking algorithms are capable of precisely monitoring the various stages of your sleep, evaluating its quality, and identifying instances of obstructive sleep apnea (OSA), all through the use of a wristwatch or finger ring only
Our algorithm will change the way we understand sleep and facilitate the way in which we monitor it.
The Light, Deep and Rapid Eye Movement (REM) sleep stages are necessary cycles to feel fully rested.
Our algorithmic solutions break these stages down to easily identify problems or patterns to quickly resolve the issue and attain better sleep.
Obstructive Sleep Apnea (OSA) Algorithm(A Wake-up Call)Download brochure
Used with any type of wearable device with PPG optical sensor and Accelerometer Sensor to detect OSA night events.
Allow OSA detection at home by simply wearing an equipped watch or ring.
The algorithm processes the PPG, SpO2 and Acceleromter signals to detect Apnea events in real-time.
Our algorithmic solution can simply inform the user about the OSA events, or gently wake up the user when an OSA event occurs, dramatically improving sleep quality.
Activity Analysis and Performance Tracking With our cutting-edge algorithms, we can track your body movements, analyze your gait, and provide real-time feedback on your fitness level, helping to prevent injuries, improve performance, and gain insights into your physical activities throughout the day!
1Physical Activity Classification(Stay Fit, Stay Well)
Used in fitness
Used in fitness monitoring, wellness, diet regimes, etc.
Enables uninterrupted classification of a user's actions
Walking, Running, Cycling, Sleeping, Office Work, Gym, Swimming.
Detects real-time activity
Detects real-time activity based on both time domain and frequency domain features extracted from the 3D Accelerometer and HR Sensors.
2Ground Contact time (GCT)(A Runner’s Advantage)
GCT measures time foot is on the ground when running, NO foot pod required!
Footstrike time from stance to toe-off for each stride while running.
GCT measures time foot is on the ground when running, NO foot pod required!
GCT is the key factor in running economy, an indicator of efficient expansion of energy when running.
GCT
GCT is traditionally measured by wearing a shoe pod, or chest strap. Nohayo’s new algorithm measures GCT using only a wearable device on the wrist\ finger\ and ear with 3D Accelerometer Sensor.
3Running Power(A Runner’s Winning Strategy)
Running Power
Monitoring every segment of a run is a phenomenally useful metric, whether running on flat or uphill terrain.
A measurement, in Watts, of how much work you're putting in while you run, NO foot pod required!
Running Power measures the amount of force and speed a runner exerts at any given moment.
3D Accelerometer Sensor and GPS
Traditionally measured with a shoe pod, or chest strap, Nohayo’s new algorithm uses a wearable device on the wrist\ finger\ and ear with 3D Accelerometer Sensor and GPS.
4Running Vertical Oscillation(Run Efficiently, Run Smart)
Running Vertical Oscillation
Reflects the efficiency of a running stride.
The amount that the torso moves vertically with each step, while running, NO foot pod required!
When running, Vertical Oscillation (VO), is a measure of vertical movement during each stride, and a key Running Dynamics metric.
Running Vertical Oscillation
Too much vertical oscillation means higher ground impact when landing and can increase injury risk. Less VO indicates low running performance. Measured on a wearable device on the wrist\ finger\ and ear. No waist pod or chest strap needed!
5Swimming Analysis(A Swimmer’s Wearable Coach)
Make a splash with Swimming Analysis algorithm - the ultimate companion for mastering your swim.
Swimming Analysis
Nohayo’s algorithm for swimming calculates lap counting, stroke count, and stroke type.
Swimming Analysis
Whether breaststroke, butterfly, backstroke, front crawl, or any stroke type, the algorithm, embedded into capable devices, monitors, tracks, and conveys an athletic advantage.
6Fall Detection Algorithm(A Lifesaver for the Elderly)
3D Accelerometer Sensor
Working on 3D Acceleration signals monitored from the wrist, finger, earbuds or hearing aids.
3D Accelerometer Sensor
Stay safe and secure with Fall Detection algorithm - the ultimate tool for peace of mind.
3D Accelerometer Sensor
Can automatically initiate an emergency call and location and implement location sharing when a fall is detected.
Detects fall events following an abnormal lying\semi-lying posture.
Nohayo’s
European lab
our clinical teams specialize in recruiting volunteers and conducting clinical trials, data collection, tagging, sorting and validation.
Logging raw signals from wearable devices, together with gold standard reference devices (such as chest straps, invasive blood sampling, sleep monitors, body movement tracking systems, and more) allow our signal processing and Machine-Learning researchers to deliver highly accurate physiological monitoring algorithmic solutions.
Data collection and testing were carried out through
a variety of sessions using participants within each
area of research.
1580HEART RATE
TRACKING SESSIONS WERE COLLECTED AT ALMOST ANY ACTIVITY TYPE
430ATRIAL FIBRILLATION
SESSIONS WITH PPG AND ECG WERE COLLECTED
830NIGHTS RECORDED
FOR SLEEP STAGES AND OSA ALGORITHMS DEVELOPMENT
298TRIALS MEASURING SPO2
WERE CONDUCTED, RANGING FROM 100% DOWN TO 70% OXYGEN CONCENTRATION
780SWIMMING SESSIONS
WERE COLLECTED TO PERFECT OUR SWIMMING ANALYSIS SOLUTION
980GAIT AND RUNNING TRIALS
WERE PERFORMED TO DEVELOP OUR RUNNING DYNAMICS AND PERFORMANCE-TRACKING SOLUTIONS
WORKING WITH US With Nohayo you can be confident of an easy workflow.
2
integrating nohayo's algorithms into your devices
Purchase algorithm
License algorithm
1Checking our demo
Customer can evaluate our algorithm using the available demo.
2integrating nohayo's algorithms into your devices
We will be available, and work hand-in-hand to assure smooth integration of our solutions into your devices, and work closely with your team to ensure a fluid transition with our algorithms.
3Buying or licensing algorithm
Discover the flexibility to choose what works best for you as our valued customer - purchase our cutting-edge algorithms outright or opt for licensing options.
reach out to us! If you would like to experience a demonstration of our capabilities using a watch with a PPG and Accelerometer sensors, along with an app to display signals and algorithms outputs, please reach out to us!
Future developments Coming soon
Ovulation and Menstrual Cycle Algorithm
(A Superpower for Women)
Contact Us
OFFICE
901 N Pitt Street,
Alexandria VA, 22314
NOHAYO