The present invention relates to an apparatus for soothing a baby.
It is known in the background art that vibrations at a determined frequency can conciliate sleep. In particular, a recent study published in the journal Ergonomics by N. Zhang, M.Fard, MHU Bhuiyan, D. Verhagen, MF Azari and S.R. Robinson, entitled: “The effects of physical vibration on heart rate variability as a measure of drowsiness”, discloses how scholars have found that constant vibrations at low frequencies (for example, those we experience when we are in a car) lull the brain and body and, when this occurs, the sensory input coming from the vibrations begins to synchronize the brain waves and “make the brain sleep”. In particular, this frequency is very close to that of “theta waves”, i.e., a type of brain waves connected with the entry into the state of sleep, which generate the “theta rhythm”, a neural oscillatory pattern which can be detected in the performance of an electroencephalogram (EEG).
Although two types of theta rhythms have been described, a “hippocampal theta rhythm” (which exhibits a strong oscillation) and a “cortical theta rhythm” (which represents the low frequency component of the EEG), in general, the term theta refers to frequency components in the range between 4 and 7 Hz, regardless of the source thereof. Cortical theta is frequently observed in young children, while in older children and adults it tends to appear during meditative, somnolent, hypnotic, or dormant states, and not during the deeper stages of sleep. Consequently, since in the literature EEGs show that when subjects fall asleep, theta wave activity increases.
The vibrations are “mechanical oscillations generated by pressure waves which are transmitted through elastic solid bodies, around a reference position”; if these occur with a frequency greater than 15-20 “repetitions per second” (abbreviated in “Hertz”), the vibration is acoustic, i.e., it produces an audible sound. If, on the other hand, the cadence is lower, the vibration can be called mechanical or vibration proper. The vibrations are divided into 3 main frequency bands and low frequency oscillations are generated by transport means (land, air, sea). In addition to frequency, the vibrations are characterized by three other parameters which are closely related to each other
Of these parameters, acceleration is the most important for evaluating the body's response to vibrations, as humans feel the variation of a stimulus more than the persistence thereof.
W02018075566A1 and W02013059625A1 describe apparatuses adapted to analyze a baby's cry and adapted to intervene by activating the vibration of a mattress on which the baby lies only when the audio signal indicative of the baby's cry exceeds a certain threshold.
US10238341B2 describes an apparatus capable of processing a baby's cry, determining the Fourier transform and the standard deviation of the Fourier transform. The baby's state is determined based on this standard deviation, for example by comparing it with values entered in one or more data tables to verify if the standard deviation value corresponds to one of the sound values generated by a baby. Action is taken, such as adjusting the vibration intensity, based on the baby's state.
In view of the background art, it is the object of the present invention to provide an apparatus for soothing a baby which is different from those which are known.
In accordance with the present invention, such an object is achieved by means of an apparatus for soothing a baby arranged in a mattress, said apparatus comprising a mattress support or base comprising:
The features and advantages of the present invention will become apparent from the following detailed description of a practical embodiment thereof, shown by way of non-limiting example in the accompanying drawings, in which:
The apparatus 100, seen in
Preferably, the apparatus 100 is arranged on a base 101 of the baby's bed (
As seen in
As seen in
The speakers A allow the broadcast of music or a message from the baby's mother which is contained in the memory SD of the unit 1.
The temperature sensor T is adapted to detect the temperature inside the baby's bed and send it to the unit 1 for the comparison with predefined temperature thresholds.
The sensors of the plurality of force sensors F are arranged according to an axb matrix which allows to identify the baby's position on the mattress, i.e., the center of gravity Sbar thereof and calculate the baby's weight. The force sensors are arranged at a certain distance D therebetween and at a distance Da from the sides of the mattress, for example the distance D=17.5 cm and the distance Da is 15 cm for a mattress of length 80 cm and width 47.5 cm, as seen in
Preferably, the vibration means PVM are also arranged in accordance with a matrix.
The electronic board is also provided with a capacitor C which detects the intensity of the baby's cry; the capacitor C is powered by the electrical signal produced by the microphones MIC used to detect the baby's cry.
The control unit 1 is also adapted to detect the fundamental frequency of the baby's cry through the data detected by the microphones MIC and processed by the unit 1.
The control unit 1 is also adapted to detect the humidity of the mattress through the data detected by the humidity sensor H.
The apparatus 100 is adapted to control the vibration of the actuators PVM to induce vibrations of the mattress and to soothe the baby.
The control unit 1 preferably comprises an executive software FL which operates according to a fuzzy logic implementing a fuzzy logic controller 200 shown in
Ri: IF x is Ai, . . . , AND y is Bi, THEN z is Ci i=1 . . . n.
where x, . . . , y and z are variables representing the process state variable and the control variable respectively and Ai, . . . , Bi, are the values of the variables x, . . . y and z.
The controller 200 comprises the inference motor 202 and a database comprises the base rules 203. The inference motor must calculate the membership functions and must process the system output as a function of the variables input by the fuzzifier 201 and as a function of the base rules 203. Furthermore, the controller 200 is of the closed-loop type since the membership functions are also calculated as a function of the results of the previous cases.
Preferably, the data processing also occurs in a dedicated partition of a webserver, where the base rules and the inference motor integrated in each apparatus 100 are replicated and reside locally. In this case, the system behaves like an indirect monitoring apparatus of the baby's state and the use of the controller 200 allows to manage this task and to characterize the type of crying; this occurs following a continuous acquisition process of the inputs and processing of the output, for all the apparatuses 100 connected to the network. Consequently, all the apparatuses 100 connected to the network can draw on these resources in the fuzzification and defuzzification process, by connecting to the aforementioned webserver, by means of a connection preferably of the HTTPS type. In the connection, each apparatus 100 feeds an existing database with the value updated at the last reading of each parameter which defines the individual rules, which are thus updated continuously and over time, for each apparatus 100 in the network. At the end of each day the average of each parameter is calculated and such a value is made available for download, preferably of the HTTPS type, to each connected apparatus 100 in the network. The aforementioned upload and/or download connection to the WEBServer is guaranteed by the use of a mobile gateway (to which the apparatus 100 connects wirelessly, Bluetooth compatible). Therefore, when installing each apparatus 100, by connecting to such a WEB Server, this can download the values of the parameters of the updated rules, without starting from the initial value defined by the single rule.
The controller 200 also comprises a defuzzifier 204 adapted to convert the linguistic values output into data, in particular into voltage or current values for the vibration of the mattress.
The apparatus 100 provides that some input data are entered by a parent or the like; these data are the baby's age, weight and sex xs (male M or female F).
The sampling of the input signals to the controller 200 is performed by the software FL run by the microprocessor PIC with sampling times which vary as a function of the signal in input. The sampling of the audio signal and of the pressure level occurs with a frequency of 1 s while the sampling of the temperature signal and of the humidity signal occurs with a frequency of 30 s.
The center of gravity Sbar of the baby's body on the mattress is deduced from the reading value of the force or pressure sensor F positioned in the position (i; j) in the axb matrix of the force sensors F. The system detects the pressure level s on the force sensor F, i.e., a voltage variation on the force sensor in the position (i; j) due to a pressure of the baby's body in that position; if such a pressure s is higher than a reference threshold indicated as sma, the system detects such a condition as confirmation that the baby is present in that position. The position (i; j) may not be single; in this case the system checks that the two positions are adjacent.
The digital electrical value or signal xf is acquired in Volts for each force sensor F and said value is converted into grams obtaining the value sg. The value xf s acquired if the corresponding pressure value s is greater than the reference value sm., which is the pressure value, converted into grams, which is read in conditions of the baby's absence from the crib and/or in conditions where no force is applied in that position except the weight of the mattress and/or the material above the force sensor F.
The center of gravity of the pressure on the mattress is given by:
where a and b can have values between 1 and n, xi,j is the coordinate on the abscissa axis of the force sensor in the position i;j, yi,j is the coordinate on the ordinate axis of the force sensor in the position i;j. xbar and ybar are the coordinates on the abscissa and ordinate axes of the center of gravity sbar. The reference system used, considering a rectangular shape of the mattress, is that seen in
The audio signal is acquired by the microphones MIC as an analog value. A Fourier transform is applied to this signal to identify the Fundamental Frequency of the audio signal xa. The rule regarding the cry signal is as follows:
IF (200 Hz)≤x1 ≤(500 Hz) THEN THE BABY IS CRYING.
If the baby is crying, the membership function of the audio signal is calculated as a function of the fundamental frequency xa which is as follows:
Where ma is the center of the bell-shaped function and is calculated as follows:
If xs=M, i.e., the baby is male, then:
with Tmax maximum duration of vibration.
If xs=F, i.e., the baby is female, then:
σa is the width of the bell-shaped function, and is calculated as follows:
where xt
Consequently, the width and center of the bell change as a function of the cry intensity value at the time tmax. In particular, the initial value of ma is 320 Hz for females and 370 Hz for males; if at tmax xt
The cry intensity is detected by the energy accumulated across the capacitor C and, after sampling, the related digital signal xz is obtained.
The fuzzy rule on cry intensity is as follows:
IF xz≠0 THEN THE BABY IS CRYING
If the baby cries, the membership function of the cry intensity is calculated, which is as follows:
If the baby cries, the mattress vibrates in a different position than the baby's center of gravity Sbar for a time period which is at most tmax.
Zmin and Zmax represent the minimum and maximum value of the baby's cry intensity which vary as a function of the value xt
Preferably another input of the controller 200 is the digital signal of the baby's agitation xg which is deduced from the processing of the analog signal xf which is the value in Volts for each force sensor F. It is weighted by an agitation index ρ, which has a value of 0 or 1. If xk+1f≠xkf, where k is the sampling time (1 s), then the agitation index ρi is 1, otherwise it is 0.
The baby's agitation is
The rule of the fuzzy check is:
IF xg≠0 THEN THE BABY IS AGITATED
If the baby is agitated, the membership function is calculated, which is as follows:
Gmin and Gmax represent the minimum and maximum values of the baby's agitation, which vary according to the value xt
Preferably another input of the controller 200 is the digital temperature signal xt of the mattress where the baby sleeps, which is deduced from the reading value of the temperature sensor T integrated in the mattress. The system digitally detects the temperature value, in ° C. If the temperature value is lower than an indicated reference threshold Tmin (e.g., 15° C.), it detects such a condition as a confirmation that the temperature is too low. If the temperature value is higher than a reference threshold indicated as Tmax (e.g., 40° C.), the system detects such a condition as a confirmation that the temperature is too high. The rules are as follows:
IF xt≤Tmin THEN THE TEMPERATURE OF THE MATTRESS IS TOO LOW
and therefore xtmin=1.
Knowing that the temperature of the mattress is too low is useful because a mattress which is too cold creates discomfort for the baby and therefore negatively contributes to the soothing thereof.
IF xt≤Tmax THEN THE TEMPERATURE OF THE MATTRESS IS TOO HIGH and therefore xtmin=1.
Knowing that the temperature of the mattress is too high is useful because an overly hot mattress creates discomfort for the baby and therefore negatively contributes to the soothing thereof.
If the mattress temperature is too low or too high, the temperature membership function xt is calculated, which is the following
where mt1 is the center of the bell-shaped function related to low temperatures and is calculated as follows:
mt1 the center of the bell-shaped function related to high temperatures and is calculated as follows:
σt1 is the width of the bell-shaped function related to low temperatures and is calculated as follows
σt2 is the width of the bell-shaped function related to high temperatures and is calculated as follows:
Consequently, the width and center of the bell change as a function of the cry intensity value at the time tmax. In particular, the initial value of mt1 and mt2 are respectively 17.5° C. and 30° C., while the initial value of σt1 and σt2 are respectively 5° C. and 20° C. If at tmax, xt
Preferably the membership function of xt
μ(xt
Where γt
Preferably the membership function of xt
μ(xt
Where γt
The dimensionless coefficients γt
Preferably another input of the controller 200 is the digital signal of the mattress humidity where the baby sleeps, which is deduced from the reading value of the humidity sensor H integrated in the mattress. The system digitally detects a humidity value, as a percentage. If the relative humidity value is higher than a reference threshold indicated as Hmax (e.g., 60%), the system detects such a condition as a confirmation that the mattress humidity is too high. The rule is as follows:
IF xh≥Hmax THEN THE MATTRESS HUMIDITY IS TOO HIGH and therefore xh
If the mattress humidity is too high, the membership function of the input xh is calculated, which is as follows:
Where mh the center of the bell-shaped function and is calculated as follows:
σh is the width of the bell-shaped function, and is calculated as follows:
Consequently, the width and center of the bell change as a function of the cry intensity value at the time tmax. In particular, the initial value of mh is 50% and the initial value of σh is 90%; if at tmax, xt
Preferably the membership function of xhmax is the following:
μ(xh
Where:γh
The dimensionless coefficient γh
Preferably another input of the controller 200 is the urination level xm of the baby's diaper and is deduced from the value of the digital mattress humidity signal Xh and from the digital signal of the baby's weight xpg. Two samples of these values measured at a given time t of 30 seconds are required to detect the urination level in the diaper. The rule is as follows:
xm=0, otherwise
If the baby is wet, the membership function of the input xm is calculated, “the baby is wet”, which is the following:
Where: xG =1 is the mother's indication that the diaper has been changed and γm is the dimensionless coefficient applied to the condition “the baby is wet”, which follows the following trend:
The dimensionless coefficient γm represents a weight and has a value between 0 and 1, associated with the condition that the baby is wet. The initial value of ym (equal to 0.5) is increased or decreased by 0.05 as a function of the value at tmax, by xt
Preferably, the baby's parent can enter data on the baby's condition which can be considered as input variables which have a value of 0 or 1 respectively if they are not present or if they are present.
For example, the data that the baby has eaten can be considered as a variable xF. which assumes the value 1 if the data that the baby has eaten has been entered, otherwise it assumes the value 0.
The membership function of the input xF, “the baby has eaten”.
μ(xF)={1, if the affirmation “the baby has eaten” is true 0, otherwise
Again, the fact that the baby has been changed can be considered as a variable xG which assumes the value 1 if the data that the baby has been changed has been entered, otherwise it assumes the value 0.
The membership function of the input xG, “the baby has been changed”.
μ(xG)={1, if the affirmation “the baby has been changed” is true 0, otherwise
The data on the baby's weight can be considered as a variable xE which assumes the value 1 if the data on the baby's weight has been entered, otherwise it assumes the value 0.
The data that the baby is crying because the diaper is full can be considered as a variable xA which assumes the value 1 if the data that the baby is crying because the diaper is full has been entered, otherwise it assumes the value 0.
The membership function of the input xA, “the baby's diaper is full”.
The data that the baby is crying for another reason, for example for the reason B, can be considered as a variable xB which assumes the value 1 if the data that the baby is crying due to that reason has been entered, otherwise it assumes the value 0.
The membership function of the input xB, “the baby is crying due to the reason B”.
Another input of the controller 200 is the digital signal related to the baby's weight xpg i.e., the baby's weight in grams. The value sg is measured for each force sensor F. This value is then multiplied by the sensor area As, (sg*As), for each sensor. The weight is then calculated by performing the following operation:
If the baby is moved, the weight is recalculated.
The rules are as follows:
IF XT+1pg>xtpg THEN THE BABY HAS EATEN
where t is the sampling time (for example 30 s).
If the baby's center of gravity has also changed, i.e.:
The membership function of the input xPg is the following:
Where xE is the weight indicated by the parent and mpg is the center of the bell-shaped function and is calculated as follows.
The parent manually confirms the baby's Gender and Age, so that the system assigns a value to P from the following table.
Until the mother manually enters the initial value P, this is equal to 8.9 Kg.
After deducting the value of P, the value of σpg is calculated by the system, the width of the bell-shaped function, calculated as follows:
Consequently, the width and center of the bell change as a function of the cry intensity value at the time tmax. In particular, the initial value of mpg is defined by the table, while the initial value of σpg is equal to 2 Kg. If at tmax, xt
The apparatus 100 operates in accordance with the following method.
The control unit 1, in the presence of the baby's cry and/or agitation, controls the mattress vibration means PVM in a position P different from the baby's center of gravity on the mattress and within and not beyond a maximum time period tmax; this is to prevent the vibration from occurring in the portions of the mattress where the baby's sensitive parts are found, such as the head.
Preferably, the control unit 1 controls the vibration of only one or more actuators PVM which are in a different position than the position of the baby's center of gravity.
Preferably, once the input signals have been received and the various values of the digital variables or signals x have been calculated, the functions μ(x) are weighted and the vibration of the mattress is determined as a function of the weighting thereof.
In particular, the output signal from the controller 200 is the y signal given by y=Vibr×Ti where Vibr is the vibration intensity of the motor PVM and Ti is the duration of the vibration which varies over time following a function Ti(t) described below and with a maximum duration equal to tmax. The y signal is output only if the analog signal on the cry intensity xz is different from zero and/or the digital signal related to agitation xg is different from zero.
The vibration is performed in the position P which is different from the baby's center of gravity on the mattress; preferably the position P, if the center of gravity does not coincide with the center thereof, is a position complementary to the baby's center of gravity with respect to the mattress length and width, i.e., considering the position of the center of gravity sbar of the baby given by the Cartesian coordinates Cbar, ybar, the position P is given by the difference between xmax, which is the dimension in cm of the mattress along the axis x, and xbar and Ymax, which is the size in cm of the mattress along the y axis, and ybar:
P={Xmax−Xbar; ymax−ymax}
If the center of gravity coincides with the center of the mattress, a position around the center of the mattress is chosen as position P.
The vibration intensity Vibr can assume values between 0 and 1 and is calculated as follows:
Where Σ is the sum of the membership functions μ(x) related to said inputs, i.e., the sum of the values of the membership functions μ(xpg), μ(xz), μ(xa), μ(xg), μ(xt), μ(xh), μ(xm), μ(xF), μ(xB), μ(xG), μ(xA), or only some of them if not all the inputs are present but only some and Σmax is the value of the summations in which the membership functions are at the maximum value.
Once the value of Vibr has been obtained, it is approximated to the upper threshold, to place it within one of the ten brackets of the table below where, on the left, there is the approximate value of the brackets of the vibration intensity Vibr (indicated as Vibr scale) and, on the right, the current Ivibr in milliamps (mA) applied to the vibration means or actuators PVM which are in the position P, for each single reference bracket. The vibration of the mattress is activated only if the digital signal on the cry intensity xz is different from zero and/or the digital signal related to the agitation xg is different from zero.
Ti varies over time, considering a maximum duration equal to tmax, thereby:
Where:
and where xt
If after the time tmax the baby continues to cry, a message is sent to a parent and the function μ(x) of greater weight which was used in the vibration intensity value Vibr is recorded to characterize the baby's cry.
Number | Date | Country | Kind |
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102020000001714 | Jan 2020 | IT | national |
This application is a National Stage Application of International Patent Application No. PCT/IB2020/061753, having an International Filing Date of Dec. 10, 2020, which claims priority to Italian Application No. 102020000001714, filed Jan. 29, 2020, each of which is hereby incorporated by reference in its entirety.
Filing Document | Filing Date | Country | Kind |
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PCT/IB2020/061753 | 12/10/2020 | WO |
Number | Date | Country | |
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20230099651 A1 | Mar 2023 | US |