17 research outputs found
Methods and metrics for the improvement of the interaction and the rehabilitation of cerebral palsy through inertial technology
Cerebral palsy (CP) is one of the most limiting disabilities in childhood, with 2.2 cases
per 1000 1-year survivors. It is a disorder of movement and posture due to a defect or
lesion of the immature brain during the pregnancy or the birth. These motor limitations
appear frequently in combination with sensory and cognitive alterations generally result
in great difficulties for some people with CP to manipulate objects, communicate and
interact with their environment, as well as limiting their mobility.
Over the last decades, instruments such as personal computers have become a popular
tool to overcome some of the motor limitations and promote neural plasticity, especially
during childhood. According to some estimations, 65% of youths with CP that present
severely limited manipulation skills cannot use standard mice nor keyboards. Unfortunately,
even when people with CP use assistive technology for computer access, they face
barriers that lead to the use of typical mice, track balls or touch screens for practical
reasons. Nevertheless, with the proper customization, novel developments of alternative
input devices such as head mice or eye trackers can be a valuable solution for these
individuals.
This thesis presents a collection of novel mapping functions and facilitation algorithms
that were proposed and designed to ease the act of pointing to graphical elements on
the screen—the most elemental task in human-computer interaction—to individuals with
CP. These developments were implemented to be used with any head mouse, although
they were all tested with the ENLAZA, an inertial interface. The development of such
techniques required the following approach:
Developing a methodology to evaluate the performance of individuals with CP in
pointing tasks, which are usually described as two sequential subtasks: navigation
and targeting.
Identifying the main motor abnormalities that are present in individuals with CP
as well as assessing the compliance of these people with standard motor behaviour
models such as Fitts’ law.
Designing and validating three novel pointing facilitation techniques to be implemented
in a head mouse. They were conceived for users with CP and muscle
weakness that have great difficulties to maintain their heads in a stable position.
The first two algorithms consist in two novel mapping functions that aim to facilitate
the navigation phase, whereas the third technique is based in gravity wells
and was specially developed to facilitate the selection of elements in the screen.
In parallel with the development of the facilitation techniques for the interaction
process, we evaluated the feasibility of use inertial technology for the control of
serious videogames as a complement to traditional rehabilitation therapies of posture
and balance. The experimental validation here presented confirms that this
concept could be implemented in clinical practice with good results.
In summary, the works here presented prove the suitability of using inertial technology
for the development of an alternative pointing device—and pointing algorithms—based
on movements of the head for individuals with CP and severely limited manipulation
skills and new rehabilitation therapies for the improvement of posture and balance. All
the contributions were validated in collaboration with several centres specialized in CP
and similar disorders and users with disability recruited in those centres.La parálisis cerebral (PC) es una de las deficiencias más limitantes de la infancia, con
un incidencia de 2.2 casos por cada 1000 supervivientes tras un año de vida. La PC
se manifiesta principalmente como una alteración del movimiento y la postura y es
consecuencia de un defecto o lesión en el cerebro inmaduro durante el embarazo o el
parto. Las limitaciones motrices suelen aparecer además en compañía de alteraciones
sensoriales y cognitivas, lo que provoca por lo general grandes dificultades de movilidad,
de manipulación, de relación y de interacción con el entorno.
En las últimas décadas, el ordenador personal se ha extendido como herramienta para la
compensación de parte de estas limitaciones motoras y como medio de promoción de la
neuroplasticidad, especialmente durante la infancia. Desafortunadamente, cerca de un
65% de las personas PC que son diagnosticadas con limitaciones severas de manipulación
son incapaces de utilizar ratones o teclados convencionales. A veces, ni siquiera la
tecnología asistencial les resulta de utilidad ya que se encuentran con impedimentos que
hacen que opten por usar dispositivos tradicionales aun sin dominar su manejo. Para
estas personas, los desarrollos recientes de ratones operados a través de movimientos
residuales con la cabeza o la mirada podrían ser una solución válida, siempre y cuando
se personalice su manejo.
Esta tesis presenta un conjunto de novedosas funciones de mapeo y algoritmos de facilitaci
ón que se han propuesto y diseñado con el ánimo de ayudar a personas con PC
en las tareas de apuntamiento de objetos en la pantalla —las más elementales dentro
de la interacción con el ordenador. Aunque todas las contribuciones se evaluaron con
la interfaz inercial ENLAZA, desarrollada igualmente en nuestro grupo, podrían ser
aplicadas a cualquier ratón basado en movimientos de cabeza. El desarrollo de los
trabajos se resume en las siguientes tareas abordadas:
Desarrollo de una metodología para la evaluación de la habilidad de usuarios con
PC en tareas de apuntamiento, que se contemplan como el encadenamiento de dos
sub-tareas: navegación (alcance) y selección (clic).
Identificación de los tipos de alteraciones motrices presentes en individuos con PC
y el grado de ajuste de éstos a modelos estándares de comportamiento motriz como
puede ser la ley de Fitts.
Propuesta y validación de tres técnicas de facilitación del alcance para ser implementadas
en un ratón basado en movimientos de cabeza. La facilitación se ha centrado
en personas que presentan debilidad muscular y dificultades para mantener
la posición de la cabeza. Mientras que los dos primeros algoritmos se centraron
en facilitar la navegación, el tercero tuvo como objetivo ayudar en la selección a
través de una técnica basada en pozos gravitatorios de proximidad.
En paralelo al desarrollo de estos algoritmos de facilitación de la interacción, evaluamos
la posibilidad de utilizar tecnología inercial para el control de videojuegos en
rehabilitación. Nuestra validación experimental demostró que este concepto puede
implementarse en la práctica clínica como complemento a terapias tradicionales de
rehabilitación de la postura y el equilibrio.
Como conclusión, los trabajos desarrollados en esta tesis vienen a constatar la idoneidad
de utilizar sensores inerciales para el desarrollo de interfaces de accesso alternativo al
ordenador basados en movimientos residuales de la cabeza para personas con limitaciones
severas de manipulación. Esta solución se complementa con algoritmos de facilitación
del alcance. Por otra parte, estas soluciones tecnológicas de interfaz con el ordenador
representan igualmente un complemento de terapias tradicionales de rehabilitación de
la postura y el equilibrio. Todas las contribuciones se validaron en colaboración con
una serie de centros especializados en parálisis cerebral y trastornos afines contando con
usuarios con discapacidad reclutados en dichos centros.This thesis was completed in the Group of Neural and Cognitive Engineering (gNEC) of the CAR UPM-CSIC with the financial support of the FP7 Framework EU Research Project ABC (EU-2012-287774), the IVANPACE Project (funded by Obra Social de Caja Cantabria, 2012-2013), and the Spanish Ministry of Economy and Competitiveness in the framework of two projects: the Interplay Project (RTC-2014-1812-1) and most
recently the InterAAC Project (RTC-2015-4327-1)Programa Oficial de Doctorado en Ingeniería Eléctrica, Electrónica y AutomáticaPresidente: Juan Manuel Belda Lois.- Secretario: María Dolores Blanco Rojas.- Vocal: Luis Fernando Sánchez Sante
HeadUp: A Low-Cost Solution for Tracking Head Movement of Children with Cerebral Palsy Using IMU
Cerebral palsy (CP) is a common reason for human motor ability limitations caused before birth, through infancy or early childhood. Poor head control is one of the most important problems in children with level IV CP and level V CP, which can affect many aspects of children’s lives. The current visual assessment method for measuring head control ability and cervical range of motion (CROM) lacks accuracy and reliability. In this paper, a HeadUp system that is based on a low-cost, 9-axis, inertial measurement unit (IMU) is proposed to capture and evaluate the head control ability for children with CP. The proposed system wirelessly measures CROM in frontal, sagittal, and transverse planes during ordinary life activities. The system is designed to provide real-time, bidirectional communication with an Euler-based, sensor fusion algorithm (SFA) to estimate the head orientation and its control ability tracking. The experimental results for the proposed SFA show high accuracy in noise reduction with faster system response. The system is clinically tested on five typically developing children and five children with CP (age range: 2–5 years). The proposed HeadUp system can be implemented as a head control trainer in an entertaining way to motivate the child with CP to keep their head up
Low-Cost Sensors and Biological Signals
Many sensors are currently available at prices lower than USD 100 and cover a wide range of biological signals: motion, muscle activity, heart rate, etc. Such low-cost sensors have metrological features allowing them to be used in everyday life and clinical applications, where gold-standard material is both too expensive and time-consuming to be used. The selected papers present current applications of low-cost sensors in domains such as physiotherapy, rehabilitation, and affective technologies. The results cover various aspects of low-cost sensor technology from hardware design to software optimization
Rehabilitación de la columna cervical con sensor inercial en niños con parálisis cerebral. Revisión narrativa.
Introducción. Una de las principales causas de discapacidad motórica en los niños españoles es la parálisis cerebral (PC), ya que existen alrededor de 120.000 personas con esta lesión en nuestro país. La PC es una afección cerebral no progresiva que ocurre antes de la maduración completa del cerebro dejando secuelas permanentes en el tono muscular, la postura y el movimiento. Los síntomas de esta lesión pueden y deben ser tratados para mejorar la evolución de la persona en las distintas áreas del desarrollo, siendo la fisioterapia una especialidad fundamental para ello. En los últimos años, gracias al avance tecnológico, se ha podido desarrollar el uso de interfaces inerciales en la rehabilitación de esta población. A través de una revisión bibliográfica se pretende conocer las publicaciones más recientes sobre la aplicación de sensor inercial en la rehabilitación cervical de niños con PC.
Metodología. Para llevar a cabo este trabajo se ha realizado una búsqueda en distintas fuentes bibliográficas como Pubmed, PEDro y Google Académico. Se han utilizado las palabras clave Cerebral Palsy, Children, Head Control, Inertial Sensors y ENLAZA. Se utilizó Mendeley como gestor bibliográfico.
Resultados. Después de la lectura y síntesis de los 13 artículos seleccionados se ha visto que el sensor inercial es muy útil tanto en la rehabilitación de la columna cervical como en su valoración objetiva, especialmente en los niños más afectados. Además, la terapia con este sensor se puede adaptar a juegos controlados mediante oscilaciones de cabeza, lo que la convierte en un tratamiento motivador. Actualmente, hay investigadores realizando nuevos estudios para poder pulir la interfaz inercial y su adaptación a las distintas aplicaciones.
Conclusión. Se ha demostrado la efectividad de los sensores inerciales, en especial el proyecto ENLAZA, en la evaluación y en el tratamiento cervical de los niños con PC. Sin embargo, es necesario realizar más estudios e investigaciones que cuenten con un mayor número de casos y durante un periodo mayor de tiempo para poder extraer datos estadísticamente significativos.Grado en Fisioterapi
Accessibility of Health Data Representations for Older Adults: Challenges and Opportunities for Design
Health data of consumer off-the-shelf wearable devices is often conveyed to users through visual data representations and analyses. However, this is not always accessible to people with disabilities or older people due to low vision, cognitive impairments or literacy issues. Due to trade-offs between aesthetics predominance or information overload, real-time user feedback may not be conveyed easily from sensor devices through visual cues like graphs and texts. These difficulties may hinder critical data understanding. Additional auditory and tactile feedback can also provide immediate and accessible cues from these wearable devices, but it is necessary to understand existing data representation limitations initially. To avoid higher cognitive and visual overload, auditory and haptic cues can be designed to complement, replace or reinforce visual cues. In this paper, we outline the challenges in existing data representation and the necessary evidence to enhance the accessibility of health information from personal sensing devices used to monitor health parameters such as blood pressure, sleep, activity, heart rate and more. By creating innovative and inclusive user feedback, users will likely want to engage and interact with new devices and their own data
A PHENOMENOLOGICAL LOOK AT THE LIFE HACKING-ENABLED PRACTICES OF INDIVIDUALS WITH MOBILITY AND DEXTERITY IMPAIRMENTS
Human-computer interaction and assistive technology research and practice are replete with examples of mostly non-disabled individuals trying to empower individuals with disabilities through the design and provision of accessible products. This study asks one overarching question: what can these communities learn from the self-driven embodied experiences of individuals with disabilities who address accessibility, impairment, and everyday life concerns for themselves? The goal of this dissertation is to examine the underexplored adaptation, modification, and design-like activities of individuals with mobility and dexterity impairments as well as the implications of these activities for researchers, designers, and individuals with disabilities. This phenomenological study examined the embodied everyday life practices of 16 individuals with mobility and dexterity impairments as well as well as their efforts to transform disabling practices into enabling ones. Using sensitizing constructs from contemporary social practice theory approaches as described by Andreas Reckwitz and Theodore Schatzki as well Bruno Latour’s articulation of actor-network theory, this interpretive qualitative research study uncovers different ways participants were dis/enabled and dis/empowered in their daily life practices. Findings point to issues most HCI researchers and professional designers rarely consider in their efforts to study access issues and develop accessible technology, including the impact of the embodied perspectives of mostly non-disabled researchers and designers on the everyday life practices of individuals who live with impairments
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