The present invention relates to a technology of estimating power available to be inputted to and outputted from a secondary battery.
Such a technology is disclosed in the following literature: Daijiro Yumoto, Hideo Nakamura, Mayumi Hirota, and Norimasa Ochi, “Method of Estimating Internal State Quantity of Battery using Adaptive Digital Filter Theory”, Automobile Technology Association Spring-Autumn Academic Lecture Handout No. 20035031, May 21, 2003.
In the literature, measured values of current I and terminal voltage V, both of which are observable, are substituted into an adaptive digital filter using a battery model represented by
for estimating values of parameters (internal resistance K and open circuit voltage V0). Then, substituting estimated values {circumflex over (K)} and {circumflex over (V)}0 of the internal resistance K and the open circuit voltage V0, and a lower limit value Vmin of the terminal voltage V into a steady-state battery model given by
V=KI+V0 (2)
allows a value (estimate value) of current Iout, at which a lower limit voltage value Vmin is reached, to be calculated by
This permits a value of available output power Pout to be estimated by
using the calculated current value Îout and the lower limit value Vmin.
Likewise, substituting the estimated values {circumflex over (K)}, {circumflex over (V)}0 of the internal resistance K and the open circuit voltage V0 and an upper limit value Vmax of the terminal voltage V into Eq. (2) allows a value (estimate value) of current Iin, at which an upper limit value Vmax is reached, to be calculated by
This permits a value of available input power Pin to be estimated by
using the calculated current value Îin and the upper limit voltage value Vmax.
Here, the term “open circuit voltage V0” means a terminal voltage during current shutoff; the term “available input power Pin”, an instantaneous maximum input power in a range wherein a value of the terminal voltage V does not exceed the upper limit voltage value Vmax that is predetermined for battery protection; and the term “available output power Pout” an instantaneous maximum output power in a range wherein a value of the terminal voltage V does not exceed the lower limit voltage value Vmin that is predetermined for battery protection.
In general, since a value of the terminal voltage V of a secondary battery momentarily varies during a transitional period (that is, charging and discharging period) and a period until the terminal voltage V is stabilized after the charging and discharging, mere attempt to measure a value of the terminal voltage V results in an inability of accurately detecting the open circuit voltage V0 as needed.
Also, throughout the following description, a symbol “{circumflex over ( )}” denotes an estimate value.
As will be understood from the fact that the steady-state battery model (2) is used to obtain the available input power Pin, the above-described technology is based on the assumption that a charging period is sufficiently long such that a value of the terminal voltage V reaches at the upper limit voltage value Vmax under the steady state. In other words, this means that the charging period is longer than a time constant T1 in the equation (7) described below, for example, approximately 2 or 3 seconds.
However, since only a direct term
in Eq. (7) affects a value of the terminal voltage V in the leading edge thereof, it does not reach at the upper limit voltage value Vmax (with a reason described below) in cases where the charging period is short like that of pulsed charging.
Then, since an estimate value {circumflex over (K)} of internal resistance K contains a large error, an estimate value {circumflex over (P)}in of the obtained available input power Pin inevitably contains an error, too. A similar issue arises in an estimate value {circumflex over (P)}out of the available output power Pout.
The present invention has been completed with the above view in mind and has an object to provide an available input-output power estimating device for a secondary battery wherein an error of an estimate value is minimized even when charging and discharging are executed for a short time.
To achieve the above object, the present invention provides an available input-output power estimating device for a secondary battery, comprising: a current detector detecting a value I of a current of the secondary battery; a voltage detector detecting a value V of a terminal voltage of the secondary battery; a parameter estimating section substituting the measured current value I and voltage value V into an adaptive digital filter using a battery model represented by an equation (a) for thereby collectively estimating a value of a parameter vector, as a parameter vector estimate value, in the equation (a); an open circuit voltage calculator substituting the measured current value I , the voltage value V, and the parameter estimate value into the equation (a) for thereby calculating a value {circumflex over (V)}0 of an open circuit voltage; an available input power estimating section substituting a set of components (ân,{circumflex over (b)}n) in the parameter vector estimate value, which is associated with a direct term in the equation (a); the open circuit voltage estimate value {circumflex over (V)}0, and an upper limit voltage Vmax, which is predetermined, of the terminal voltage into an equation (b) for thereby estimating an available input power Pin, of the secondary battery; and an available output power estimating section substituting the set of components (ân,{circumflex over (b)}n) in the parameter vector estimate value, which is associated with the direct term in the equation (a), the open circuit voltage estimate value {circumflex over (V)}0, and a lower limit voltage Vmin, which is predetermined, of the terminal voltage V into an equation (c) for thereby estimating an available output power Pout of the secondary battery, wherein the equations (a), (b) and (c) are described, respectively, as
where A(s) , B(s), and C(s) represent polynomials of a Laplace operator s, respectively, as follows:
where the first order coefficients a1, b1, and c1 of the polynomials take non-zero values, respectively.
Also, the present invention provides an estimating method of an available input-output power for a secondary battery, comprising: measuring a value I of a current of the secondary battery; measuring a value V of a terminal voltage of the secondary battery; substituting the measured current value I and the measured voltage value V into an adaptive digital filter using a battery model represented by an equation (a) for thereby collectively estimating a value of a parameter vector, as a parameter vector estimate value, in the equation (a); substituting the measured current value I , the measured voltage value V , and the parameter estimate value into the equation (a) for thereby calculating a value {circumflex over (V)}0, as an open circuit voltage estimate value, of an open circuit voltage; substituting a set of components (ân,{circumflex over (b)}n), which is associated with a direct term in the equation (a), of the parameter vector estimate value, the open circuit voltage estimate value {circumflex over (V)}0, and an upper limit voltage Vmax, which is predetermined, of the terminal voltage V into an equation (b) for thereby estimating an available input power Pin of the secondary battery; and substituting the one set of components (ân,{circumflex over (b)}n), which is associated with the direct term in the equation (a), of the parameter vector estimate value, the open circuit voltage estimate value {circumflex over (V)}0, and a lower limit voltage Vmin, which is predetermined, of the terminal voltage V into an equation (c) for thereby estimating an available output power Pout of the secondary battery; wherein the equations (a), (b), and (c) are described, respectively, as
where A(s) , B(s), and C(s) represent polynomials of a Laplace operator s, respectively, as follows:
where the first order coefficients a1, b1, and c1 of the polynomials take non-zero values, respectively.
The available input-output power estimating device 100 is comprised of a current detector 5 that detects a value of current I charged to and discharged from a secondary battery (which may be merely a battery), a terminal voltage detector 6 that detects a value of a terminal voltage V of the secondary voltage, a parameter estimating section 1 that collectively estimates a value (which will be described later in detail) of a parameter vector {right arrow over (θ)} in a battery model, with an open circuit voltage V0 defined as an offset term, using the current value detected by the current detector 5 and the terminal voltage value detected by the terminal voltage detector 6, an open circuit voltage calculator 2 that calculates a value of the open circuit voltage V0 based on the current value and the terminal voltage value, detected in the manner mentioned above, and the parameter vector value estimated in the manner described above, an available input power estimating section 3 that estimates a value Pin of an available input-output power of the secondary battery based on the parameter vector value, estimated in the manner described above, and the open circuit voltage calculated in the manner mentioned above, and an available output power estimating section 4 that estimates a value Pin of available input-output power of the secondary battery based on the parameter vector value estimated in the manner described above.
The available input-output power estimating device 100 includes a battery controller (electronic control unit) 30, an ammeter 40 that detects the current I charged to and discharged from the secondary battery 10, and a voltmeter 50 that detects the terminal voltage V of the secondary battery 10.
The battery controller 30 is structured of a microcomputer, composed of a CPU for calculating programs, a ROM storing the programs and a RAM that stores calculation results, and electronic circuitries, to which the ammeter 40, the voltmeter 50 and a temperature gauge (not shown), which detects temperatures of the battery, are connected.
The battery controller 30 corresponds to the parameter estimating section 1, the open circuit voltage calculator 2, the available input power estimating section 3 and the available output power estimating section 4, which are shown in
Next, an essence of the present invention is described with a view to providing the ease of understanding the present specification.
In the present invention, a higher order model is assumed to be an equivalent circuit model of a secondary battery (hereinafter referred to as a battery model) that is described as
where A(s), B(s) and C(s) represent polynomials of a Laplace operator (or Laplace variable) s given as
where first order coefficients a1, b1, C1 of the respective polynomials take non-zero values, respectively.
Substituting measured values of the current I and the terminal voltage V into an adaptive digital filter using the battery model (7) allows the calculation of estimate values (ân,{circumflex over (b)}n) of parameters (an, bn) (that is, coefficients of the maximum order of polynomials A(s), B(s) of Eq. (8)), associated with the direct term in Eq. 7. Thus, substituting the estimate values (ân, {circumflex over (b)}m) of the parameters (an, bn) and the measured value of the terminal voltage V into Eq. (7) allows the calculation of an estimate value {circumflex over (V)}0 of the open circuit voltage V0. Using the estimate values (ân , {circumflex over (b)}n) of the parameters, the estimate value {circumflex over (V)}0 of the open circuit voltage V0 and an upper limit voltage value Vmax allows available input power Pin of the secondary battery to be estimated by
At the same time, using the estimate values (ân, {circumflex over (b)}n) of the parameters, the estimate value {circumflex over (V)}0 of the open circuit voltage V0, and a lower limit voltage value Vmin allows available output power {circumflex over (P)}out of the secondary battery to be estimated by
Hereinafter, the present invention is described in detail using concrete embodiments.
<First Embodiment>
Although this battery model is a reduction (primary) model without particular separation in positive and negative electrodes, this battery model is sufficient to illustrate charging and discharging characteristics of an actual secondary battery. In this figure, I represents current [A] (with a positive value representing a charging period while a negative value represents a discharging period); V a terminal voltage [V]; V0 an open circuit voltage [V] (also called an electromotive force or an open circuit voltage); K internal resistance; T1 and T2 time constants; and s a Laplace operator (or Laplace variable).
This battery model is represented by
Since Eq. (11) is a special case of Eq. (7) where both the denominators A(s) and C(s) of the first and second terms on the right side in Eq. (7) take A(s)=C(s)=T1s+1, Eq. (11) well describes a battery such as a lithium battery in which an open circuit voltage converges at a relatively high speed.
First, a derivation process of an adaptive digital filter using the battery model (11) is described below.
Since it is considered that the open circuit voltage V0 is equivalent to a value that the current I multiplied by variable efficiency h is integrated from an initial state, then the open circuit voltage V0 can be described as
Then, substituting Eq. (12) into Eq. (11) gives
Next, multiplying both sides of Eq. (13) by a lowpass filter (or band pass filter) operator Glp (s) gives
Glp(s)(T s2+s)V=Glp(s)(KT2s2+Ks+h)I. (14)
Also, the current I and the terminal voltage V multiplied by the lowpass filter operator Glp(s) are defined as
V3=s2Glp(s)V, V2=sGlp(s)V, V1=Glp(s)V,
I3=s2Glp(s)I, I2=sGlp(s)I, I1=Glp(s)I. (15)
Here, the lowpass filter operator Glp(s) is given as
wherein p represents a response time constant determining a response characteristic of the lowpass filter operator Glp(s).
Substituting Eqs. (15) and (16) into Eq. (14) gives
T1V3+V2=KT2I3+KI2+hI1 (17)
Eq. (17) can be further rewritten in a vector representation as
Since Eq. (18) is represented with an inner product between a known vector having components V3, I3, I2, I1 as observable quantities, and an unknown vector having components T1, T2, K, h as parameters, Eq. (18) can be reduced to a standard form of a general adaptive digital filter given as
y={right arrow over (ω)}T·{right arrow over (θ)} (19)
where
y≡V2,{right arrow over (ω)}T≡(V3,I3, I2,I1), {right arrow over (θ)}T≡(−T1,KT2,K,h) (20)
Accordingly, using the current I and the terminal voltage V filtered by the adaptive digital filter enables a value of a parameter vector {right arrow over (θ)} to be estimated.
Here it should be noted that the above derivation process of the adaptive digital filter using the battery model (11) is established for the more general first order battery model described as
where T3 is a time constant different from the time constant T1 in general. In other words, an adaptive digital filter using the battery model (11-a) is reduced to the standard form (19), too.
In the presently filed embodiment, in order to estimate the parameter vector {right arrow over (θ)} , the both-limits trace gain method is used instead of the least square method because the least square method has a disadvantage such that once a value of the parameter vector {right arrow over (θ)} is converged to a local minimum value, subsequent variation in parameters make it difficult to converge a true minimum value of the parameter vector {right arrow over (θ)}. An algorithm of the both-limits trace gain method is described as follows:
where variable k represents a parameter of an iteration; and {right arrow over (θ)}(k) a value of a parameter vector {right arrow over (θ)} at a k-th time's iteration with an initial value {right arrow over (θ)}(0) being set to a sufficiently less value to be non-zero. Also, it is assumed that λ1, λ3, γU, γL represent initial values and further λ1, λ3 satisfy the conditions 0<λ1<1 , 0<λ3<∞, respectively. Furthermore, P(k) is a matrix with an initial value P(0) set to a sufficiently large value. The symbol tr{P′(k)} represents a trace of the matrix P′(k).
Now, description is made of operation procedures to be executed by the battery controller 30 using a flowchart of
In step S10, the operation is executed to measure a value I(k) of current I and a value V(k) of a terminal voltage V.
In step S20, the operation is executed to discriminate whether a shutoff relay of the secondary battery is turned on or turned off. The battery controller 30 also executes control of the shutoff relay of the secondary battery and the operation goes to step S30 when the shutoff relay is turned off (with current I=0). When the relay is turned on, the operation goes to step S40.
In step S30, a value V(k) of the terminal voltage V is stored as a terminal voltage initial value Vint.
In step S40, a differential value ΔV(k) of the terminal voltage V is calculated by
ΔV(k)=V(k)−Vint (22)
This calculation is conducted for avoiding divergence in a value of a parameter vector {right arrow over (θ)} during a start in estimating calculation because an initial value {right arrow over (θ)}(0) is set to a sufficiently less value to be non-zero.
During shutoff of the relay, since exactly I(k)=0 and ΔV(k)=0, the initial value {right arrow over (θ)}(0) of the parameter vector {right arrow over (θ)} remains the initial state.
In step S50, by using Eqs. (15) and (16), a value I(k) of current I and a differential value ΔV(k) of the terminal voltage V are filtered with a lowpass filter operator Glp(s), thereby calculating values I1(k)˜I3(k) and V1(k)˜V3(k) of I1˜I3 and V1˜V3.
In this case, in order to increase an estimating accuracy of the algorithm in Eq. (21) (that is, for the purpose of minimizing noise), a time constant p of the lowpass filter operator Glp(s) is set to have a value by which a response of a lowpass filter operator Glp(s) is delayed.
However, this time constant p is set to provide a faster response than that of the secondary battery.
In step S60, substituting the values I1(k)˜I3(k) and V1(k)˜V3(k) into Eq. (21) allows the calculation of a value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)}.
In step S70, components T1(k), K(k)T2(k), K(k) of the parameter vector {right arrow over (θ)}(k) calculated in step S60 and the values I1(k)˜I3(k) and V1(k)˜V3(k) calculated in step S50 are substituted into
Here, Eq. (23) is derived by multiplying both sides of an equation given as
V0(k)=(T1(k)s+1)V(k)−K(k)(T2(k)s+1)I(k), (24)
that is the modified Eq. (11), by the lowpass filter operator Glp(S). Since the open circuit voltage V0 slowly varies, ΔV0(k)(=Glp(s)·V0(k)) represented by Eq. (23) can be used as a substitute for the value V0(k) of the open circuit voltage V0.
In step S80, by adding the initial value (that is, the initial value Vint of the terminal voltage V(k)) of the open circuit voltage V0 to the differential value ΔV(k) of the terminal voltage V calculated in step S70, a value V0(k) of the open circuit voltage V0 can be calculated as
V0(k)=ΔV0(k)+Vint. (25)
In step 90, a charging ratio SOC(k) is calculated based on the V0(k) of the open circuit voltage V0 calculated in step S80, by using a correlation map between the open circuit voltage V0 and the charging ratio shown in
In step S100, values of allowable input and output powers Pin and Pout are calculated. For that purpose, there is a need to focus on the direct term in Eq. (11) because an instantaneous current value for a value of the terminal voltage V reaching at an upper voltage value Vmax and a lower voltage value Vmin. Therefore, the direct term is described below. Also, the upper voltage value Vmax and the lower voltage value Vmin represent predetermined upper and lower limits by which the secondary battery is protected and take fixed values, respectively.
First, Eq. (11-a), representing a general first battery model, is modified as follows:
where a first term on a right side is called a direct term. Here it should be noted that this direct term necessary to calculate available input-output powers Pin and Pout is not affected by the time constant T3. In Eq. (26), a voltage variation ΔV only for the direct term in terms of a current variation ΔI is given as
in Eq. (26), where T1>T2. The step response function sharply rises to a value
at time 0 and, thereafter, takes a waveform with a first-order lag. The direct term corresponds to the value
during the rising period. In the presently filed embodiment, since the value
is multiplied by an internal resistance K, the direct term has a coefficient
However, in the present invention, an estimate value of the parameter corresponding to this coefficient is generally represented as (ân, {circumflex over (b)}n).
In step S100, first, a difference between the upper limit voltage value Vmax and the value V0(k) of the open circuit voltage V0 calculated in step S80 (in Eq. (25)) is calculated as
ΔV(k)=Vmax−V0(k). (29)
Next, substituting components K(k)T2(k), T1(k) ΔV(k) of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} into Eq. (27) allows a current value ΔI to be calculated as
Using the current variation ΔI(k) calculated in such a way allows the allowable input power Pin(k) in the k-th time's iteration to be calculated as
A value Pout(k) of the available output power Pout in the k-th time's iteration can be similarly derived by calculating a difference between the lower limit voltage value Vmin and the value V0(k) (in Eq. (25)) of the open circuit voltage V0 calculated in step S80 as follows:
ΔV(k)=V0(k)−Vmin. (32))
Then, substituting components K(k)T2(k) and T1(k) of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} into Eq. (27) allows a current value ΔI to be calculated as
Using the current variation ΔI(k) calculated in such a way allows the allowable output power Pout(k) in the k-th time's iteration to be calculated as
In step S110, values needed for subsequent iterations in the values calculated in such a way are stored and the calculation is terminated.
By repeatedly executing the iteration processes in the algorithm (21) of the both-limits trace gain method in such a manner, the estimate value {circumflex over (P)}in of the available input power Pin(k) and the estimate value {circumflex over (P)}out of the available output power Pout can be finally obtained as
Applying the method described above to the general battery model (7) provides results as represented by Eq. (9) and Eq. (10).
Lastly, a difference between the related art and the present invention is described below.
As shown in
On the contrary, in the presently filed embodiment, since the current variation ΔI is calculated from Eq. (30) based on the direct term, as shown in
More generally, in the battery model (7) of the secondary battery, the voltage variation ΔV of the terminal voltage V is given as
From this, it is easily understood that, in the present invention, the voltage variation ΔV in the leading edge of the terminal voltage V reaches at a value fairly close to the voltage value of ΔV=KΔI (that is, the upper limit voltage value Vmax) under the steady state.
Accordingly, in the present invention, even in cases where the charging time interval is short like that of the pulsed charging, only the voltage variation ΔV (direct term) in the leading edge of the terminal voltage V is able to nearly reach the upper limit voltage value Vmax.
As a result, an error of the estimate value {circumflex over (P)}in of the allowable input power Pin is reduced. A similar effect results in the estimate value {circumflex over (P)}out of the available output power Pout under the situation where rapid discharging takes place.
<Second Embodiment>
A second embodiment is configured such that the lowpass filter treatment is executed on the components K(k)T2(k), T1(k) of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)}(or components ({circumflex over (a )}n, {circumflex over (b)}n,) in the battery model shown in
The second embodiment differs from the first embodiment in respect of step S100 in the flowchart of operations in the first embodiment shown in
Since the components K(k)T2(k) and T1(k) of the value {right arrow over (θ)}(k) of the parameter vector {circumflex over (θ)} are easily affected by noise, the presently filed embodiment is configured to execute filter treatment on these components K(k)T2(k) and T1(k) by using a lowpass filter operator given as
Then, Eq. (30) is corrected in step S100 like
Using the current variation ΔI calculated in such a manner allows the value Pin(k) in the k-th time's iteration for the available input power Pin to be calculated as
As for the value Pout(k) of the available output power Pout, Eq. (33) is similarly corrected as
By using the current variation ΔI calculated in such a way, the value Pout(k) of the available output power Pout in the k-th time's iteration is calculated as
Thus, in consideration of the fact that the components K(k)T2(k) and T1(k), which are associated with the direct term, in the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} are easily affected by noise, the second embodiment executes the lowpass filter treatment on these components K(k)T2(k) and T1(k) (or components (ân, {circumflex over (b)}n)) in the battery model shown in
<Third Embodiment>
A third embodiment is configured such that the lowpass filter treatment is executed on a ratio
of the components K(k)T2(k) and T1(k) of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} (or (ân, {circumflex over (b)}n)) in the battery model shown in
The third embodiment differs from the first embodiment in respect of step S100 in the flowchart of the operations in the first embodiment, shown in
Although the components K(k)T2(k) and T1(k) in the value {circumflex over (θ)}(k) of the parameter vector {right arrow over (θ)} calculated in step SS60 are easily affected by noise, variation of the value K(k) of internal resistance K, a steady state gain, is small. Therefore, in the presently filed embodiment, the filter treatment is executed on the ratio
by using the lowpass filter operator G(s) represented by Eq. (39). Ten, Eq. (30) is corrected in step S100 like
Using the current variation ΔI calculated in such a way, the value Pin(k) of the available input power Pin is calculated as
For the value Pout(k) of the available output power Pout in the k-th time's iteration is similarly corrected like
By using the current variation ΔI calculated in such a way, the value Pout(k) of the available output power Pout is calculated as
Thus, in consideration of the fact that the components K(k)T2(k) and T1(k), which are associated with the direct term, of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} are easily affected by noise while variation of the value K(k) of internal resistance K is small, the second embodiment executes the lowpass filter treatment on the ratio
By using the ratio
filtered by the lowpass filter G(s) in combination with the value K(k) of the internal resistance K with less variation, there is advantage in that errors of the estimate value {circumflex over (P)}in of the available input power Pin and the estimate value {circumflex over (P)}out of the available output power Pout are further reduced because noise is less than that using only the components K(k)T2(k) and T1(k) of the value {right arrow over (θ)}(k) of the parameter vector {right arrow over (θ)} in the second embodiment, resulting from fluctuation in these components, is further eliminated.
As will be easily understood from the foregoing description, the present invention allows the estimation of available input power Pin and available output power Pout by using the estimate values (ân, {circumflex over (b)}n) of the parameter vector associated with the direct term whereby even in cases where the charging time interval is short like the pulsed charging, it becomes possible to calculate the current value ΔI by which the terminal voltage V reaches at the upper limit voltage Vmax of the terminal voltage V in the leading edge of the terminal voltage V. Accordingly, the estimate value {circumflex over (P)}in of the available input power Pin can be precisely aligned with the actual value, enabling reduction in error. Similar advantageous effect also results in the estimate value {circumflex over (P)}out of the available output power Pout under a situation where rapid charging takes place.
The entire content of Japanese Patent Application No. P2004-173448 with a filing data of Jun. 11, 2004 is herein incorporated by reference.
Although the present invention has been described above by reference to certain embodiments of the invention, the invention is not limited to the embodiments described above and modifications will occur to those skilled in the art, in light of the teachings. The scope of the invention is defined with reference to the following claims.
Number | Date | Country | Kind |
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2004-173448 | Jun 2004 | JP | national |