during an EMG-controlled NMES therapy. Shin et al.
(2008) showed, in a random experiment, that the use
of an EMG-triggered NMES to the wrist extensor
for two sessions (30 min/session) a day, five times
per week for 10 weeks could results in a signifi-
cant improvement of motor function and also in a re-
organization of the sensorimotor cortex. Lin and Yan
(2011) also applied NMES with sessions in the same
frequency, but for a period of only 3 weeks. They
observed not only significant improvement of motor
functions, but also the maintenance of it for at least 6
months. Promising results were also achieved by Hu
et al. (2012) using an EMG-driven electromechani-
cal robot system integrated with NMES and by Mead-
more et al. (2013) using a multi-channel NMES sys-
tem in goal-orientated tasks.
Other studies confirm that this practice not only
promotes functional recovery but also stimulates the
process of neurogenesis, that is, the sequence of
events leading to the formation of the nervous sys-
tem after traumatic events that may have damaged
it (Huang et al., 2015). The effects depends on the
severity of the impairments, the time since stroke, the
intensiveness of the NMES use and more than this the
chalenges for the Nervous System. However, there
is a trend towards the advantage of sEMG-triggered
NMES over cycling NMES, a better motor enhance-
ment due to task-oriented training, and patients re-
taining some degree of finger extension tend to shift
towards a focused activity in the ipsilesional corti-
cal site after NMES induced activity, whereas patients
who did not regain finger extension showed enhanced
involvement of the contralesional cortical site (Kem-
permann et al., 2000; Rushton, 2003; Schaechter,
2004; Shin et al., 2008; Quandt and Hummel, 2014).
In addition, a strong tendency to expand the clin-
ical setting for treatment of individuals may be noted
in recent years (Piron et al., 2004, 2009). The lit-
erature presents works such as Zhang et al. (2008)
and Buick et al. (2016) in which the Internet allows
healthcare professionals to make detailed follow-up
and interact with their patients remotely from their
homes.
Based on this context, this work presents a neu-
roprothesis activated by sEMG that allows configu-
ration and monitoring of usage parameters remotely.
Two control platforms were developed for different
user profiles; health professionals (Web Interface) and
neuroprosthesis users (Smartphone Application).
2 MATERIALS AND METHODS
2.1 Neurostim
Neurostim is a custom made neuroprothesis, based on
the application of Neuromuscular Electrical Stimula-
tion (NMES) with surface electrodes activated by sur-
face myoelectric signal (sEMG). Its use aims for the
rehabilitation of the upper limbs (hands and wrists)
of patients with hemiplegia due to stroke. Both
NMES and sEMG technologies are widely known,
widespread and used in the clinical area.
The differentials correspond to the proposal of
daily use in the home environment, and for this pur-
pose two control platforms was developed; one for the
user of the neuroprosthesis and another platform for
remote monitoring, allowing the health professional
to communicate with the device and to configure the
parameters of use, physiotherapy programs, and flow
monitoring.
2.2 Interface for the Neuroprosthesis
User
The user interface, in the form of a Android smart-
phone application was developed using Android Stu-
dio 2.3.3 is meant to be installed in Android versions
4.0 and superior. The application has the primary pur-
pose of configuring and controlling the neuroprosthe-
sis with the necessary instructions so that, with the use
of electric current, the extension of wrist and fingers
is promoted when the intent of movement by the user
is captured via sEMG.
As a secondary objective, the application should
be able to become a communication channel between
the user and the healthcare professional responsible
for the rehabilitation program so that, adjustments of
the parameters of use and information sending about
the usage can be done remotely through the internet.
Users who will be using the application have been
victims of a stroke. As a consequence, the motor
functions of one side of his body were affected, caus-
ing them to partially lose the movements of the wrist
and fingers. In the smartphone applications, users
must be able to:
• Use the neuroprosthesis simply and comfortably
• Use a smartphone application that has a simple
interface and allows navigation between features
with only one hand, which is possibly the non-
dominant hand.
Functionalities and tasks to be performed in the
application include:
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