The present teaching relates to a method for controlling an electric rotary current machine, in particular an induction machine, with a rotor, a stator and at least two phase windings, wherein at least one electrical signal, in particular a voltage signal, is applied to at least one phase winding, preferably all phase windings, of the rotary current machine and an electrical signal waveform, in particular a current waveform, is measured or determined in the at least one phase winding. The present teaching further relates to a rotary current machine system for executing such a method.
In modern control methods for rotary current machines, it is often necessary to know the angular position of the rotor. To obtain this information, sensors such as incremental rotary encoders, absolute rotary encoders or resolvers can be used, which can be based on a wide variety of physical principles. The disadvantage of all types of rotary encoders, however, is the additional costs. In addition, rotary encoders have a limited-service life, which is often less than the planned service life of the rotary current machine. A suspected failure of a three-phase drive is often due to the failure of such a sensor. However, failures and downtimes, for example of faulty trains on railway lines, can involve considerable effort and high costs and should therefore be avoided where possible.
In order to avoid the use of such sensors in rotary current machines or three-phase drives, so-called sensorless control methods were developed in which the angular position of the flow chain can be determined from the waveforms of the electrical variables in the rotary current machine without the use of a sensor for the angle or the rotation speed of the rotor. In these procedures, excitation signals are often applied by means of a converter and the response signals of the machine are measured as a consequence of the excitation signals. By means of an appropriate evaluation, the angular position or the rotation speed of the rotor can be determined.
Sensorless control methods use the fact that rotary current machines exhibit asymmetries caused by their design or during operation as a result of electrical or magnetic effects, which can change over time and in location. The changes in the asymmetries usually cause changes in inductance and can therefore be detected, for example, by a change in the current rise. Document WO 99/39430 A1 describes a sensorless control method.
An example of a design-related asymmetry is the rotor of a permanent-magnet-excited synchronous machine (PSM), which has permanent magnets at certain positions, which have a lower relative permeability than the surrounding areas that have iron and therefore increase the magnetic resistance in the area of the permanent magnets relative to the areas with iron. As the rotor of the PSM rotates, the magnetic resistance along the circumference of the air gap is varied with time and position, which manifests itself in changes in inductance.
Examples of electrical or magnetic asymmetry are local saturation phenomena of the magnetic flux paths in the rotary current machine.
The weaker the rotor-related asymmetries of a rotary current machine are, the more difficult it is to detect a change in the rotation angle of a rotor without sensors. It is particularly difficult to determine the angular position of a rotor of an induction machine without sensors (i.e., without sensors of the type described above, such as incremental rotary encoders), because induction machines, especially in comparison to synchronous machines, have lower asymmetries. In asynchronous machines, a slot signal component contained in the measured current waveforms is usually isolated from other signal components and evaluated, or the saturation signal is used. The slot signal component is caused by the rotation of the rotor slot past the stator slot and the associated inductance change. Since the inductance changes caused by the passing slot are relatively small, the slot signal component is usually small and can therefore, depending on the operating state and design of the induction machine, be difficult to identify and separate from other signal components. In particular with increasing load on the induction machine, it is difficult or impossible to distinguish the slot signal component from other signal components.
In light of these comments, one object of the present teaching is to alleviate or even completely eliminate the disadvantages of the prior art. In particular, one object of the present teaching is to provide a method of the kind mentioned above, in which an angular position and/or a rotation speed of a rotor of a rotary current machine, in particular an induction machine, can be determined from the at least one electrical signal waveform in an improved manner and over a wide range of rotation speeds and loads.
This object is achieved by a method having the features of the present teachings. According to the present teaching, it is therefore provided that in a method of the type mentioned above, an intermodulation signal component induced in the rotary current machine by slotting and magnetic saturation effects, which is determined from the electrical signal waveform measured or determined in the at least one phase winding, is used to control the rotary current machine. The intermodulation signal component can be used in particular to determine the rotor position, i.e., the angular position of the rotor, which can subsequently be used for controlling the rotary current machine. Preferably, at least one electric current waveform is measured or determined and used as the electrical signal waveform. For this reason, the following comments refer to measured current waveforms. Measured or determined voltage waveforms can also be used, however. The determination of the signal waveform, in particular of a current waveform, in the at least one phase winding of the rotary current machine can be carried out, for example, by measuring currents and/or voltages in a DC link (intermediate circuit) of the converter, in a power supply of the converter or in an infeed of a converter on the machine side. In particular, phase currents of the rotary current machine can be determined on the basis of an intermediate circuit current. Since the method is particularly suitable for use in induction machines or electrical machines with an at least partial asynchronous machine-like character (for example, synchronous machines with a damper cage), the following comments primarily refer to induction machines. In a preferred embodiment the electric rotary current machine can have two, three or more than three-phase windings. The electric rotary current machine is preferably a three-phase machine. The present teaching is based on the finding that, as further explained below, a mathematical or physical relationship exists between the intermodulation signal component and the slot signal component representative of the angular position or rotation speed of the rotor and therefore a control- and position-signal can be derived from the intermodulation signal component and used for controlling the rotary current machine. Thus, the slot signal component, which is often difficult to determine, no longer has to be used directly. The intermodulation signal component in the signal response of the rotary current machine in response to an excitation signal is significantly greater than the slot signal component in most of the rotary current machine operating states and can therefore be more easily identified and separated from other signal components. The intermodulation signal component can be evaluated in the time domain and/or in the frequency domain. In particular, an angular position and/or a rotation speed of the rotor can subsequently be determined from the intermodulation signal component. For this purpose, a saturation signal component can also be used and correlated with the intermodulation signal component (see below). The intermodulation signal component is mainly caused by effects of the slot of the rotor or the stator of the rotary current machine and by effects of the magnetic saturation of magnetic flux paths within the rotary current machine. In most operating states, the intermodulation signal component has a different fundamental frequency than the slot signal component and the saturation signal component. The described effects in turn cause separate signal components, which are also contained in the at least one measured current waveform. The signal components generated by the slotting of the rotor and of the stator of the rotary current machine in the current waveform are called slot signal components. The fundamental frequency of the slot signal components normally corresponds essentially to N times the rotation frequency of the rotor, where N corresponds to the number of slots of the rotor. The signal components induced in the current waveform caused by temporal and local variation of the magnetic saturation of magnetic flux paths within the rotary current machine are called saturation signal components. The fundamental frequency of the saturation signal component normally corresponds essentially to twice the fundamental- or operating-period of the machine. By physically combining the two effects mentioned above, their signal components in the rotary current machine are also combined, thereby generating the intermodulation signal component, the frequencies of which are different from the frequencies of the saturation signal component and the frequencies of the slot signal component in most operating states (intermodulation). The effect of the described intermodulation occurs in particular in asynchronous machines and electrical machines with at least partially asynchronous-machine-like character, which is why the method according to the present teaching is particularly suitable for controlling asynchronous machines. In previous applications known from the prior art, the intermodulation signal component in the response of the machine to an excitation signal was considered as an interfering component and eliminated. As already mentioned, the present teaching is based on the finding that a correlation exists between the intermodulation signal component and the slot signal component that is representative of the angular position and rotation speed of the rotor, and the intermodulation signal is therefore also suitable for controlling the rotary current machine. The relationship between the frequencies of the intermodulation signal component, the slot signal component, and the saturation signal component is:
ωinter=±ωsat−ωslot, (1)
where ωinter is the frequency of the intermodulation signal component, ωsat is the frequency of the saturation signal component, and ωslot is the frequency of the slot signal component. The sign of ωsat in equation (1) depends on the construction and design of the rotary current machine. In order to recover the slot signal component from the intermodulation signal component by calculation, the saturation signal component, preferably its fundamental frequency, can be used in particular. The saturation signal component can be determined from the currents in the phase windings of the rotary current machine. In addition to the fundamental frequencies, the signal components mentioned can also have harmonics, but these will be ignored in the interests of a simplified explanation and due to their minor influence. The present teaching is additionally based on the finding that the correlation between the intermodulation signal component and the slot signal component can be used to determine an angular position and/or a rotation speed of the rotor from the intermodulation signal component without having to determine or use the slot signal component directly from the current waveform. The intermodulation signal component can therefore advantageously be used in all control methods in which knowledge of the angular position of the rotor or the angular position of the flow chain is necessary. In contrast to the present teaching, in the prior art the intermodulation signal is usually eliminated as an interference signal and the slot signal component, or the saturation signal component is used directly for the controlling.
It is particularly advantageous if electrical signals, in particular voltage signals, are applied to all phase windings of the rotary current machine and the resultant current waveform of each phase winding is determined, in particular measured, evaluated and used to determine the intermodulation signal component. The applied electrical signals can contain excitation signals in particular. The response of the machine to the excitation signals allows information to be obtained as to the operating state of the machine so that the intermodulation signal component can be determined. Different types and shapes of excitation signals may be provided. The excitation signals can be, for example, voltage signals which are applied (anyway) to generate the rotating field in the air gap. The excitation signals can be the result of switching operations of the power semiconductors of a converter, such as the PWM (pulse-width modulation) or similar methods. With the switching operations, the converter generates the rotating field in the air gap. Thus, the excitation signals can be integrated into the rotating field excitation. For example, the carrier frequency of the PWM or its harmonics can also be considered and used as an excitation signal. Thus, parts of the switching sequence are used for operating the rotary current machine and their current waveforms are determined and evaluated. The excitation signals can also be excitation signals or test signals independent of the switching sequence for generating the rotating field of the rotary current machine, which are applied between the switching sequences for generating the rotating field in the air gap and/or superimposed on them. Rectangular pulses are preferably used as excitation signals since they can be easily generated using a converter. The excitation signals can also be sinusoidal, transient, pulsed and/or rotating, for example. The excitation signals can also be PWM-modulated themselves. The only important point is that a machine response to an excitation signal (e.g., a current waveform) can be determined, which allows conclusions to be drawn about the previously mentioned changing asymmetries of the rotary current machine. Preferably, when applying excitation signals that are not part of the switching sequence for operating the rotary current machine, i.e., are not used to generate the rotating magnetic field, the frequency of the excitation signals is selected in such a way that they have no or only minimal influence on the generated rotating field, or on the torque, in the air gap.
In a preferred embodiment it is provided that an angular position and/or a rotation speed of the rotor is determined from the intermodulation signal component and the angular position and/or the rotation speed is used to control the rotary current machine. For example, the rotation speed can be determined using the formula (1). In the determination of the angular position and/or the rotation speed therefore, a saturation signal component, in particular its angle or an angle representative of it, can therefore be used. In one embodiment, by integrating the angular velocity ωslot, it is possible to recover the angular position of the rotor by reverse calculation. The angular position can be used in particular to represent the physical, in particular electrical, quantities required for regulation in a control method.
Preferably, the intermodulation signal component is determined from the at least one temporal current waveform, in particular from its rate of change. A corresponding rate of change can also be determined by means of a mathematical equation after a possible combination of multiple current waveforms of different phases.
A further embodiment provides that in at least two phase windings, in particular in three phase windings, of the rotary current machine, current waveforms, in particular their rates of change, are determined and the current waveforms, preferably their rates of change, are combined by means of a mathematical equation, in particular an equation for calculating a space vector, to form a combined signal and the intermodulation signal component is determined from the combined signal. The measured current waveforms are preferably discrete time signals. The measured current waveforms can also be time-continuous signals, however. Instead of current waveforms, voltage waveforms can also be used.
When determining the internal states of the rotary current machine, due to the electrical relationship:
it is convenient if the rates of change of the current waveforms are combined by the mathematical equation or after the combination a rate of change of the combined signal is determined, since the asymmetries that allow an evaluation of the angular position or rotation speed of the rotor can be determined in particular by changes in inductance and the inductance L is related to the voltage u(t) by the rate of change of the current di(t)/dt. If the applied electrical signal is an essentially sinusoidal voltage signal, the measured current values, in particular amplitude or RMS values, can also be essentially used and combined directly, since based on the complex AC calculation the relationship according to equation (2) simplifies to:
U(t)=jωLI(t) (3)
where U again means a voltage, j means the imaginary unit, w an angular velocity/frequency, L an inductance and I a current. As an equation for relating the current waveforms, in particular their rates of change, an equation for calculating a space vector, such as:
can be used, where iU,V,W(t) means a current waveform (or diU,V,W(t)/dt its first temporal derivative) in a phase winding U, V, W of the rotary current machine, j means the imaginary unit, e means the Euler number and π means the circle constant. In this case, the combined signal ϑSaliency is a complex vector, equivalent to a space vector. A space vector is used to map physical quantities, in particular quantities of a multi-phase system, in the complex plane with real and imaginary parts. The intermodulation signal can then be determined from the combined signal.
In one embodiment it is provided that the intermodulation signal component is extracted by eliminating other signal components, preferably by eliminating saturation signal components due to magnetic saturation effects and/or slot signal components due to slotting effects in the rotary current machine, preferably from the combined signal. In other words, the intermodulation signal component is isolated. Additional signal components can also be eliminated. The elimination of signal components other than those of the intermodulation signal component can be carried out by filtering, for example. Elimination can also be carried out by subtracting the unwanted signal components. For example, the unwanted signal components in frequency, amplitude and phase can be estimated and subtracted from the current waveform or the associated current signal. This can be carried out, for example, by prior identification of the machine and by using a cost function, such as those described in “Identification and Compensation of High-order Harmonic Distortions in Saliency Based Sensorless Control of Induction Machines” by W. Fahrner, M. A. Vogelsberger and T. Wolbank, or in “Induction Machine Design Methodology for Self-Sensing: Balancing Saliencies and Power Conversion Properties.” by Brown, Ian Paterson and Robert D. Lorenz.
In one embodiment it is provided that slot information, in particular a slot angle, is determined from an angle of the intermodulation signal component by combining the angle of the intermodulation signal component with an angle of a saturation signal component contained in the current waveform, for example by means of the calculation rule:
θslot(t)=−θinter(t)±θsat(t) (5)
where θslot(t) corresponds to the calculated slot angle, θinter(t) to the angle of the intermodulation signal component, and θsat(t) to the angle of the saturation signal component. The slot angle θslot(t) determined in this way essentially corresponds to the angle of the slot signal component. In other words, by combining the angle θinter(t) of the intermodulation signal component and the angle θsat(t) of the saturation signal component, the slot angle θslot(t) is determined or computed. The angles θslot(t), θinter(t) and θsat(t) can be phase angles, in particular phase angles of the fundamental frequencies of the individual effects. The angle θsat(t) of the saturation signal component can be determined by doubling the angle of the stator current, wherein a load-dependent offset value can be provided for correction. The offset value can be determined, for example, by means of a cost function derived from measurements on the rotary current machine.
To calculate the mechanical rotor angle position, in one embodiment it can be provided that a mechanical angular position of the rotor is determined by dividing the slot angle by a number of slots of the rotor. Preferably, the number of slots corresponds to the total number of slots of the rotor.
In the course of experiments with the method according to the present teaching it has been found that the angle of the intermodulation signal component can exhibit a deviation as a function of the rotation speed and/or the loading of the rotary current machine, so that an angular position of the rotor determined from the intermodulation signal component can deviate from the actual angular position. For this reason, it may be advantageous, for example, to correct the angle of the intermodulation signal component as a function of the load, in particular the torque, and/or the rotation speed of the rotary current machine, using an intermodulation correction value. The intermodulation correction value can be determined before the method is applied, for example by taking measurements on the machine or by calculations, and stored in a table, for example, or modelled by a mathematical function.
In addition, the experiments have shown that the angle of the saturation signal component can also show a deviation as a function of the rotation speed and/or the loading of the rotary current machine. For this reason, it may be provided that the angle of the saturation signal component is corrected as a function of the load, in particular the torque, and/or the rotation speed of the rotary current machine using a saturation correction value. The saturation correction value can be determined before the method is applied, for example by taking measurements on the machine or by calculations, and stored in a table, for example, or modelled by a mathematical function.
In one embodiment it can be provided that the electrical signal applied to the rotary current machine has an excitation signal that is essentially independent of the fundamental component of the rotary current machine's rotating field, the temporal fundamental frequency of which is preferably at least five times as high, more preferably at least ten times as high, as the temporal frequency of the fundamental frequencies of the voltages in the phase windings (U,V,W) for generating the rotating field of the rotary current machine. Preferably, the excitation Signal is a voltage signal. In a further embodiment, the fundamental frequency of the excitation signal is at least twice the operational slip frequency of an induction machine. The excitation signal can also be generated from a sequence of essentially rectangular voltage pulses (step functions), which can be formed both by individual switching operations of the converter and by a combination of multiple individual pulses with temporally step-shaped and/or different duty cycles.
In one embodiment it is provided that the electrical excitation signal is a current signal and that the response of the rotary current machine, in particular the voltage at the rotary current machine, is evaluated to determine the intermodulation signal component.
The above object is also achieved by a rotary current machine system. The three-phase system comprises:
The rotary current machine system is configured to carry out the method described above. For the advantages, technical effects and other features, reference is therefore made to the method described above. The power unit can generate excitation signals by means of switching operations. For this purpose, the power unit can comprise a multiplicity of electrical switches, such as semiconductor switches. The measuring device can comprise at least one current or voltage measuring sensor. Preferably, the measuring device can be used to determine the current waveforms in all phases of the rotary current machine. For this purpose, a current measuring sensor can be provided in each phase winding of the rotary current machine. For m phase windings, a current measuring sensor can also be provided in only m−1 phase windings and the current of the m-th phase winding can be calculated using the nodal rule.
The phase currents of the rotary current machine can also be determined or calculated by measurement in the DC link of the converter, in the power supply of the converter, or in the infeed of the converter on the machine side.
For example, the control unit may be a stand-alone unit or part of another unit, in particular a microprocessor. The control unit can be integrated in the converter. The phase windings of the rotary current machine form coils or are connected to coils that can generate a magnetic flux in the air gap between the rotor and stator of the rotary current machine.
In the following, the present teaching is described by reference to the figures, but is not intended to be limited thereby.
In the following the method according to the present teaching is explained in further detail based on an application to an induction machine.
The induction machine 2 is shown schematically in
As mentioned above, the induction machine 2 shows asymmetries which can vary according to time and location, thus allowing information to be obtained on the angular position θmech(t) and/or the rotation speed of the rotor 21. An example of such an asymmetry is the slotting 23 of rotor 21 and/or stator 20. Another example of an asymmetry is the saturation of the magnetic flux paths in the induction machine 2. Both asymmetries cause temporal and spatial inductance changes in the operation of the induction machine 2, which can be determined by evaluating the current waveforms iU(t), iV(t), iW(t). For example, in a greatly simplified model to illustrate an asymmetry, it can be assumed, for example, that the three phase winding inductances LU, LV, LW in the phase windings U, V, W each have a mean value Lo and, as a function of a mechanical angular position θmech(t) of the rotor 21, deviate from this mean value Lo sinusoidally (with an amplitude Lim):
The change in the angular position θmech(t) of the rotor 21 therefore also changes the inductances LU, LV, LW. The variable inductance components can therefore also be referred to as modulated inductances. The changes in inductances LU, LV, LW can be caused, for example, by the slot 23 of the rotor 21 or stator 20 and/or the magnetic saturation of magnetic iron paths in the rotary current machine 3.
The determination of the angular position θmech(t) of the rotor 21 for induction machines 2 has up to now presented a major challenge, since induction machines 2, particularly in comparison to most synchronous machines, have significantly smaller asymmetries and thus significantly smaller inductance fluctuations in operation.
To determine inductance changes, electrical signals, preferably voltage signals UU(t), UV(t), UW(t), are applied to the phase windings U, V, W of the induction machine 2 and the resulting current waveforms iU(t), iV(t), iW(t) are measured using the current measuring sensors 7. The voltages or voltage pulses applied by the converter 4 to operate the induction machine 2 can be used as voltage signals UU(t), UV(t), UW(t). The electrical signals can contain excitation signals 9 to determine the operating state of the rotary current machine 3. The excitation signals 9 can be essentially independent of the generation of a rotating field of the rotary current machine 3. Here, excitation signals 9 can be used which are applied between the voltage (pulses) generated by the converter 4 for generating the rotating field, or superimposed on them. It is also possible to use voltage waveforms with frequencies higher than that used to generate the fundamental component of the rotating field.
In
On account of different phase winding inductances LU, LV, LW due to asymmetries in the rotary current machine 3, an additional deviation of the current slopes diU/dt, diV/dt, diW/dt is obtained. This additional deviation is not shown in
In one embodiment, rectangular excitation signals 9, such as those shown in
In
The current slopes diU/dt, diV/dt, diW/dt in the phase windings U, V and W, determined preferably at regular intervals, can then be combined using a mathematical equation into a combined signal ϑSaliency. However, in particular in the case of sinusoidal excitation signals 9, the current values, i.e., the amplitudes, or RMS values, or instantaneous values, of the currents IU, IV, IW can also be used and combined. Preferably, a mathematical equation for calculating a space vector is used to combine the current waveforms, for example:
The combined signal ϑSaliency can also be called a “saliency signal”. When the signal ϑSaliency is calculated as a space vector, ϑSaliency represents a tensor.
In the prior art, in sensorless control using the slot information, the intermodulation signal component ϑinter and the saturation signal component ϑsat were previously eliminated as interference signals and the slot signal component ϑslot was used to determine an angular position and/or a rotation speed of the rotor. However, as can be seen in
According to the present teaching, it is therefore provided not to use the slot signal component ϑslot directly for controlling the rotary current machine 3, but to use the intermodulation signal component ϑinter and its indirectly included slot or rotor angle information for controlling the electric rotary current machine 2. The method according to the present teaching can be implemented in a control unit 12 (see
ωinter=±ωsat−ωslot, (1)
where ωinter denotes the fundamental frequency of the intermodulation signal component ϑinter, ωsat the fundamental frequency of the saturation signal component ϑsat, and ωslot the fundamental frequency of the slot signal component ϑslot. The sign of ωsat depends on the design and construction of the rotary current machine 3.
In order to determine the angular position of the rotor, which can be used for controlling the rotary current machine 2, the intermodulation signal component ϑinter is separated from other signal components, i.e., essentially isolated, for example by filtering or estimating the unwanted signal components and subtraction. An angle θinter(t) is determined from the signal ϑinter, in particular from its fundamental frequency. The angle can be a phase angle that changes over time. This can be carried out using a PLL (phase-locked loop), for example. In addition, an angle, in particular a phase angle, θsat(t) of the saturation signal component ϑsat is determined, in particular from its fundamental frequency. The two angles θsat(t) and θinter(t) are combined, for example, using the equation:
θslot(t)=−θinter(t)±θsat(t), (5)
to obtain a calculated angle θslot(t) of a slot angle. In this disclosure, θ is used to designate angles, while ϑ represents signals or signal components. The slot angle θslot(t) determined by equation (5) is essentially a calculated angle of the slot signal component ϑslot. By dividing the slot angle θslot(t) by the number N of slots of the rotor, a mechanical angular position θmech(t) of the rotor 21 can be determined from θslot(t). θmech(t) can subsequently be used, for example, for controlling the rotary current machine 3. For example, θmech(t) can be used to represent electrical variables in a rotor-referenced coordinate system, or to control the angular position (angular position control) and/or the rotation speed (speed control) of the rotor.
Experiments have shown that the accuracy of the method according to the present teaching can be further increased by taking into account the dependencies of the angle θinter(t) of the intermodulation signal component ϑinter and the angle θsat(t) of the saturation signal component ϑsat on the rotation speed and/or load of the rotary current machine 3. It has been shown that the angle θinter(t) of the intermodulation signal component ϑinter and the angle θsat(t) of the saturation signal component ϑsat may show deviations as a function of the load, in particular of the torque M of the rotary current machine 3. In one embodiment, it can therefore be provided that the angle θinter(t) of the intermodulation signal component ϑinter is corrected as a function of the load of the rotary current machine 3, in particular the torque M, by means of an intermodulation correction value θinter_corr. The dependency of θinter_corr on the torque M (in % relative to the rated torque) of the rotary current machine 3 is shown in
It can also be provided that the angle θsat(t) of the saturation signal component ϑsat is corrected as a function of the load and the rotation speed of the rotary current machine 3, in particular the torque M, by means of a saturation correction value θsat_corr. The dependency of θsat_corr on the torque M (in % relative to the rated torque) of the rotary current machine 3 is shown in
The angle θinter of the intermodulation signal component ϑinter may also be dependent on the rotation speed of the rotary current machine 3 (see
Number | Date | Country | Kind |
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20181490 | Jun 2020 | EP | regional |
Number | Name | Date | Kind |
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9871418 | Huh | Jan 2018 | B2 |
20190145668 | Takahashi | May 2019 | A1 |
Number | Date | Country |
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9939430 | Aug 1999 | WO |
Entry |
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Wolbank et al., Comparison of inherent saliency tracking methods for zero speeds sensorless control of standard induction machines, Department of Electric drives and MAchines, Vienna University of Technology, pp. 1258-1263. |
Wolbank, T. M., et al; “Comparison of Inherent Saliency Tracking Methods for Zero Speed Sensorless Control of Standard Induction Machines”; 2009 IEEE International Electric Machines and Drives Conference; Miami, FL; May 3, 2009; 6 Pages. |
Brown, Ian P., et al.; “Induction Machine Design Methodology for Self-Sensing: Balancing Saliencies and Power Conversion Properties”; IEEE Transactions on Industry Applications, vol. 47, No. 1; Jan. 19, 2011; 9 Pages. |
Fahrner, Walter, et al.; “Identification and Compensation of High-Order Harmonic Distortions in Saliency Based Sensorless Control of Induction Machines”; IECON 2017, 43rd Annual Conference of the IEEE Industrial Electronics Society; Beijing, China; Oct. 29, 2017; 7 Pages. |
Metwaly, Mohamed K., et al; “Slotting Saliency Extraction For Sensorless Torque Control of Standard Induction Machines”; IEEE Transactions on Energy Conversion, vol. 33, No. 1; Mar. 1, 2018; 10 Pages. |
Extended European Search Report; Application No. 20181490.2; Completed: Dec. 3, 2020; dated Dec. 11, 2020; 9 Pages. |
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20210399661 A1 | Dec 2021 | US |