1. Remote Monitoring of Human’s Activities and Health
cHiPSet – CS6 Report
Sabri Pllana
On behalf of CS6 members
March 28 – 29, 2019, Vilnius (LT) 1 1

2. Introduction
Comarch e-CareBand,

3. CS6 Outcome in Two Book* Chapters
(I) Ultra Wide Band Body Area Networks: Design and integration with Computational Clouds
Joanna Kołodziej, Daniel Grzonka, Adrian Widłak, Paweł Kisielewicz
(II) Medical Data Processing and Analysis for Remote Health and Activities Monitoring
Salvatore Vitabile, Michal Marks, Dragan Stojanovic, Sabri Pllana, Jose M. Molina, Mateusz Krzyszton, Andrzej Sikora, Andrzej Jarynowski, Farhoud Hosseinpour, Agnieszka Jakobik, Aleksandra Stojnev Ilic, Ana Respicio, Dorin Moldovan,
Cristina Pop, and Ioan Salomie
(*) High-Performance Modelling and Simulation for Big Data Applications: Selected Results of the COST Action IC1406 cHiPSet. Kolodziej, Joanna, Gonzalez-Velez, Horacio (Eds.), Springer 2019,

4. (I) Ultra Wide Band Body Area Networks
Wireless Body Area Network (WBAN)
small network scale
long battery life
short range communications
security awareness
Ultra Wide Band Body Area Networks (UWB-BANs)
WBAN devices affect insignificantly human tissues
The chapter addresses
models, applications and research challenges
state-of-the art in the cloud-based support
security issues
An example of Wireless BAN
Cloud-based support to WBANs

5. (II) Medical Data Processing and Analysis
Health monitoring systems
processing of data retrieved from smart phones, smart watches, smart bracelets, various sensors and wearable devices
The chapter addresses
data collection, fusion, ownership and privacy issues
models, technologies and solutions for medical data processing and analysis
big medical data analytics for remote health monitoring
research challenges and opportunities in medical data analytics
examples of case studies and practical solutions
General architecture of a system for remote monitoring of people health and activities

6. Monitoring Patients With Chronic Heart Diseases
Example 1:
Monitoring Patients With Chronic Heart Diseases
Contact person: Joanna Kolodziej
Research domain: mobility and e-health
sensors located on human body or clothes
monitoring patients with chronic heart diseases
experiment with 100 taxi drivers in Cracow
store data in COMARCH e-Care Center
Data
JHBD (JSON Header Binary Data) format used for ECG data
Software
OpenStack, C++, Java
COMARCH Personal Medical Assistant
COMARCH e-Care Remote Medical Care Centre

7. A smartphone and Polar H7 heart rate sensor
Example 2:
Smartphone Ad Hoc Network for e-Health
Contact person: Michal Marks
Distributed monitoring of human health
health monitoring during a trip
each trip participant has a smartphone and health sensors
monitor heart rate, body temperature,..
trip participants are connected via Bluetooth
tourist guide is connected with trip participants, travel agency and rescue teams
(SGN) mobile application enables direct communication via Bluetooth Low Energy (BLE) without using a cellular network
BLE: ~150m range, 1Mbps data rate
A smartphone and Polar H7 heart rate sensor
SGN application

8. ML-based Monitoring of Patients with Dementia
Example 3:
ML-based Monitoring of Patients with Dementia
Contact person: Ioan Salomie
Monitor activities of patients with dementia
use Raspberry Pi devices for monitoring activities (sleeping, feeding, mobility,..)
machine learning (random forest, k-means) implemented using Spark
detect anomalies in the pattern of daily activities
identify polypharmacy side-effects: health decline symptoms caused by the side effects of prescribed medications
use random forest for detecting the deviations of the daily life activities
use k-means for correlating deviations with the side-effects of drug-drug interactions
A system for analyzing daily activities of patients with dementia using ML algorithms
Detecting the side-effects of polypharmacy base on daily activities of patients with dementia

9. Horacio GONZALEZ-VELEZ (IE)
Thank You For Your Attention
CS6 Contact Person
Sabri PLLANA (SE)
CHIPSET Chair
Joanna KOLODZIEJ (PL)
CHIPSET Vice Chair
Horacio GONZALEZ-VELEZ (IE)
Science Officer
Ralph STUEBNER (COST)
Web Presence