Arterial blood pressure analysis based on scattering transform II
Summary (1 min read)
Introduction
- The cardiovascular system, composed of the heart and a complex vascular network, provides oxygen and nutrients to all the body.
- A standard description of the blood pressure and flow waves uses the linear Fourier analysis where the waves are decomposed into sinus and cosinus components.
- Many studies were carried out in order to separate.
- The decomposition of the ABP into a nonlinear superposition of solitons introduced in this article is based on an elegant mathematical transform : the scattering transform for a one-dimensional Schrödinger equation [1], [5], [6].
- This Scattering-Based Signal Analysis (SBSA) method was introduced in [10].
II. A SCATTERING-BASED SIGNAL ANALYSIS METHOD
- The authors introduce an original method for reconstructing signals based on the scattering transform.
- The authors start by briefly recalling the basis of the Direct and Inverse Scattering Transforms (DST & IST) and then present the main idea in the SBSA technique.
B. SBSA principle
- The authors now present the SBSA technique which is essentially inspired from the results established in the case of a reflectionless potential that have been recalled in the previous subsection.
- Determining the parameter χ determines the number N(χ) of negative eigenvalues and hence the number of solitons components required for a satisfying approximation of the signal y. Fig. 1 summarizes the SBSA method.
III. A SOLITON-BASED DECOMPOSITION OF THE ABP
- The SBSA method is applied to the ABP signal.
- An interesting application is also presented which consists in separating systolic and diastolic phases.
A. Reconstruction of the ABP
- The Schrödinger operator potential V depends linearly upon the ABP signal V (t) = −χP(t).
- Fig. 2 and Fig. 3 compare measured and estimated pressures at the aorta and at the finger levels for different values of the number N(χ) of the solitons’ components.
- In Fig. 4, several beats of measured and reconstructed pressures are considered.
IV. CONCLUSIONS
- This article presents a new method for analyzing ABP waves.
- This approach is based on the scattering transform and deals with the solution of the spectral problem of a perturbed Schrödinger operator for a given potential.
- The latter is then expressed in a new base which components are solitons.
- It seems through the satisfactory results obtained that this method can lead to interesting clinical applications, for instance the separation of the ABP into its systolic and diastolic phases.
- Promising results are presented in their second article [11].
Did you find this useful? Give us your feedback
Citations
26 citations
20 citations
Cites methods from "Arterial blood pressure analysis ba..."
...In particular, the KdV equation is not only used to serve as a model to study surface water waves, acoustic-gravity waves in a compressible heavy fluid, axisymmetric waves in rubber cords, and hydromagnetic waves in a cold plasma, but also has been used recently to serve as a model to study blood pressure waves in large arteries [11–14, 30, 39]....
[...]
18 citations
13 citations
Cites background from "Arterial blood pressure analysis ba..."
...We refer to [10], [11], [12] where for instance it is shown for λ = 0 how these quantities permit to discriminate between different pathological or physiological situations and also to provide some information on cardiovascular parameters of great interest....
[...]
...These quantities enable for example the discrimination between different pathological and physiological situations [12] and also provide information on some cardiovascular parameters of great interest as for example the stroke volume [11]....
[...]
References
19,846 citations
"Arterial blood pressure analysis ba..." refers background in this paper
...The potential V is a well of variable depth which is determined by c. The number of the negative eigenvalues N(c) is a nondecreasing function of c and there is an infinite unbounded sequence of values of c at which N(c) is incremented by one, the new eigenvalue being born from the continuous spectrum [ 7 ], [10], [14]....
[...]
5,955 citations
3,461 citations
"Arterial blood pressure analysis ba..." refers background in this paper
...This third order nonlinear partial derivative equation (NPDE) includes both nonlinear and dispersive effects and solitons result here from a stable equilibrium between these effects [20], [25]....
[...]
1,595 citations
Related Papers (5)
Frequently Asked Questions (7)
Q2. What is the spectrum of the Schrödinger operator?
The spectrum of this operator has two components : a continuous spectrum including positive eigenvalues and a discrete spectrum with negative eigenvalues [1], [4], [5], [6], [12].
Q3. what is the main idea of the SBSA technique?
The main idea is then to find the parameter χ such that the signal y is well approximated by the reflectionless part of the potential which can be written then using equation (7) :ŷ = 4χ−1 N∑ n=1 κnψ2n + ymin, (9)where −κ2n and ψn, n = 1, · · · ,N are respectively the N negative eigenvalues and the corresponding L2-normalized eigenfunctions for the potential V , determined by the DST.
Q4. What is the spectral function of the Schrödinger operator?
Denoting the positive eigenvalues by λ = k2, the continuous spectrum is characterized by the following asymptotic boundary conditions where T (k) and R(k) are respectively the transmission and the reflection coefficients associated to V :ψ(x,k)→ T (k)exp(−ikx), x→−∞, (2) ψ(x,k)→ exp(−ikx)+R(k)exp(ikx), x→+∞. (3)Conservation of energy leads to |T (k)|2 + |R(k)|2 = 1.
Q5. What is the main idea of the SBSA technique?
Determining the parameter χ determines the number N(χ) of negative eigenvalues and hence the number of solitons components required for a satisfying approximation of the signal y. Fig. 1 summarizes the SBSA method.
Q6. What is the DST of the potential V?
In this study the authors suppose that the function V belongs to the Schwartz space S (R) of regular and rapidly decreasing functions on R.The DST of the potential V is the solution of the spectral problem for L(V ).
Q7. What is the method used to analyze the ABP?
This approach is based on the scattering transform and deals with the solution of the spectral problem of a perturbed Schrödinger operator for a given potential.