Sentient computing technologies are actively being researched on
by many research organizations worldwide such as MIT, UC
Berkeley, Philips, HP and Intel. The Infocomm Development
Authority of Singapore (iDA) has put sentient computing at the
forefront of its 5th Infocomm Technology Roadmap (ITR5) that was
unveiled in March 2005.
Sentient computing and sensor technologies over Ultra Wide Band
(UWB) enable computers to interact with the real world in a
ubiquitous and natural manner, thus having the capability to
revolutionize our lives in the home, public and corporate spaces
in domains such as healthcare, education, business and military
processes etc. The healthcare domain provides a rich set of
applications that are well positioned to accept UWB Sentient
Computing technologies.
In this workshop we will present snapshots of healthcare-related
applications of projects under the UWB Sentient Computing
thematic strategic research program of A*STAR. The program are
as follows:
9.00-9.20 am.
Title:
Overview of UWB-enabled Sentient Computing (UWB-SC) Research
Programme
Speaker:
Assoc Prof Chen-Khong Tham, Institute for Infocomm Research
(I2R), Singapore
9.20-9.50 am.
Title:
Impulse Radio UWB Real Time Localization System
Speaker:
Assoc Prof Choi-Look Law, Nanyang Technological University,
Singapore
Abstract:
This session first presents the results of UWB ranging
experiments conducted in an indoor environment consisting of
line of sight (LOS) and heavily blocked non line of sight (NLOS)
scenarios. The UWB measurement campaign with over 1,600 points
was conducted in a typical indoor office environment covering an
area size of 25m by 25m and with range of up to 30m in an open
hall to assess the sensitivity of ranging errors to parameter
settings (such as threshold setting and sampling rate) and
receiver architecture. Results show that centimeter to decimeter
level accuracy is obtained with coherent and non-coherent
receiver. Even in NLOS scenarios, decimeter level accuracy is
obtained for 60% of the measurement points. This is followed by
the results of a real time localization system based on time
difference of arrival.
9.50-10.20 am.
Title: Efficient ADL Recognition using Wireless Sensor
Networks
Speaker: Assoc Prof Chen-Khong Tham, Dept of Electrical &
Computer Engineering, National University of Singapore &
Institute for Infocomm Research (I2R), Singapore
Abstract:
Activity of Daily Living (ADL) monitoring is important in order
to determine the well being of elderly persons in their home
settings. Some important questions are, “Is the elderly person
able to eat properly on his own? Is he able to walk steadily in
the home?” In this talk, we present some results of our work on
human activity recognition: (i) eating activity recognition
using wireless sensors and Dynamic Bayesian Networks (DBN), and
(ii) human walking using wireless sensors and the extended
Kalman Filter. In the case of (i), the DBN algorithm reduces the
complexity of determining states. Initial results are quite
promising and point to a general algorithmic approach that uses
multiple modalities of sensors for gathering data, detects
activity primitives and stores detected activity primitives as
micro-context for future use. In the case of (ii), adaptive
sensor selection is used to select sensor nodes with lowest
uncertainty to minimize sensing interference. Both techniques
are also used to facilitate resource management in
resource-constrained wireless sensor nodes by powering down
sensor nodes which are not necessary for achieving accurate
recognition at a given time.
10.20-11.00 am.
Tea Break and View Posters and Displays / Demonstrations
11.00-11.30 am.
Title: Smart Space enabled by Sentient Computing
Speaker: Assoc Prof Wee Ser, Nanyang Technological
University, Singapore
Abstract:
Imagine a physical space filled with “experts” whose role is to
provide personalized services to a certain target group of
people in that space. Clearly, such a space is capable of taking
care of the well being of the target group of people in that
space. The question is, can we do it without involving real
human experts as the later are expensive and can be put to
better use. This talk will present a project that attempts to
provide such a smart space by equipping the space with sensors
and a signal processing system, that perform the functions of
“eyes”, “ears”, and “brain”. The example used for the space in
this talk is a home, the target group of people in that space
consists of two “elderly” human subjects, and the personalized
service provided by the system is the monitoring of the
activities of daily living. The talk will present the design of
our system and some technical challenges encountered by the
project. Some results obtained by the project will also be
shared. Specifically, some demonstration video clips will be
shown on the detection, recognition, and tracking of two human
subjects, foreground segmentation, 3D reconstruction and
behavior recognition of the human subjects, recognition of human
behaviors relating to meal-taking, and detection and recognition
of audio sounds at the scene. This project is part of the A*STAR
Thematic Strategic Research Program on “Ultra Wide Band-enabled
Sentient Computing”.
11.30-12.00 noon
Title: A Service-oriented Context-aware IT infrastructure
for Pervasive Healthcare
Speaker: Assoc Prof Hung-Keng Pung, Dept of Computer
Science, National University of Singapore
Abstract:
The worldwide need for a better healthcare support among the
growing aging population faces a number of challenges, including
rising medical cost, inadequate number of medical doctors and
healthcare professionals, and higher incidence of misdiagnosis.
One promising solution to these problems is the development of a
service oriented context aware IT infrastructure for pervasive
health/wellness-care. It allows accurate and timely delivery of
health/medical information among patients, doctors, and
healthcare workers through widespread deployment of wireless
sensor networks and mobile devices. These networks can be used
to support health care related services such as: patient
monitoring, location-based emergency response system, anomalous
activity detection, and pervasive access to medical data. These
pervasive healthcare services will greatly improve the quality
of service of medical professionals as well as widen the scope
and accelerate the delivery of health/wellness services to
greater number of people. How to delivery these services across
heterogeneous social and health/wellness-care domains is a big
challenge. In this talk, we will present a potential solution
known as Healthcare-COALITION.
12.00-12.30 pm.
Discussion
There will be poster presentations and a couple of demos on the
same day of workshop.
|