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Future work

There are a couple next steps that can be taken once the algorithms and filters that extract the features from the input ECG signal have been developed. The first potential step for future work is the development and hardening of the feature extraction filters and algorithms. While much of the ECG signals between patients remains very similar, several environmental factors can affect the signal in ways that make it more difficult for algorithms to detect and identify the appropriate features in question. The second identified potential step for future work is aggregating these extracted features and inputting them into a machine learning classifier. This would create a system which would accept a patient’s ECG signal as an input and provide a calculated correlation value comparing it to the signal of healthy patients and patients with Myocardial Infarction. This classification would be able to serve as a tool in the identification and treatment of patients with Myocardial Infarction.

Algorithm hardening

ECG measurements are taken in a variety of locations with different environmental noise. Additionally, other factors like lead placement are generally similar between measurements but can vary from one case to another. These variances have effects manifested by variations in the ECG signals recorded. One of the major steps in potential future work would be hardening the algorithms for identifying the desired features such that they achieve a high success rate for a wide range of ECG input signals given these environmental variances. This would also significantly help for processing a large batch of ECG signals while ensuring a high reliability of the outputs without fine-tuning for each individual signal.

Machine learning classification

With a large set of features identified from a set of ECG input signals, one could then use the data to train a classifier to distinguish between healthy patients and those with Myocardial Infarction. This potential next step of future work would involve aggregating a vector of identified ECG features for a large number of patients and passing them to a classifier along with each patient’s diagnosis. The classifier could then be used with the filtering and processing system to serve as a tool to assist with the identification of Myocardial Infarction. Part of the generated data set would be used to train the classifier and the other component would be used to test the effectiveness. It would then be possible to compare the effectiveness of the classifier given different sets of feature inputs and determine which features are the best indicators for accurately identifying Myocardial Infarction in a patient.

Questions & Answers

Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
what school?
biomolecules are e building blocks of every organics and inorganic materials.
anyone know any internet site where one can find nanotechnology papers?
Damian Reply
sciencedirect big data base
Introduction about quantum dots in nanotechnology
Praveena Reply
what does nano mean?
Anassong Reply
nano basically means 10^(-9). nanometer is a unit to measure length.
do you think it's worthwhile in the long term to study the effects and possibilities of nanotechnology on viral treatment?
Damian Reply
absolutely yes
how to know photocatalytic properties of tio2 nanoparticles...what to do now
Akash Reply
it is a goid question and i want to know the answer as well
characteristics of micro business
for teaching engĺish at school how nano technology help us
Do somebody tell me a best nano engineering book for beginners?
s. Reply
there is no specific books for beginners but there is book called principle of nanotechnology
what is fullerene does it is used to make bukky balls
Devang Reply
are you nano engineer ?
fullerene is a bucky ball aka Carbon 60 molecule. It was name by the architect Fuller. He design the geodesic dome. it resembles a soccer ball.
what is the actual application of fullerenes nowadays?
That is a great question Damian. best way to answer that question is to Google it. there are hundreds of applications for buck minister fullerenes, from medical to aerospace. you can also find plenty of research papers that will give you great detail on the potential applications of fullerenes.
what is the Synthesis, properties,and applications of carbon nano chemistry
Abhijith Reply
Mostly, they use nano carbon for electronics and for materials to be strengthened.
is Bucky paper clear?
carbon nanotubes has various application in fuel cells membrane, current research on cancer drug,and in electronics MEMS and NEMS etc
so some one know about replacing silicon atom with phosphorous in semiconductors device?
s. Reply
Yeah, it is a pain to say the least. You basically have to heat the substarte up to around 1000 degrees celcius then pass phosphene gas over top of it, which is explosive and toxic by the way, under very low pressure.
Do you know which machine is used to that process?
how to fabricate graphene ink ?
for screen printed electrodes ?
What is lattice structure?
s. Reply
of graphene you mean?
or in general
in general
Graphene has a hexagonal structure
On having this app for quite a bit time, Haven't realised there's a chat room in it.
what is biological synthesis of nanoparticles
Sanket Reply
how did you get the value of 2000N.What calculations are needed to arrive at it
Smarajit Reply
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