Brushed DC electric motor

A brushed DC electric motor is an internally commutated electric motor designed to be run from a direct current power source and utilizing an electric brush for contact.

Brushed motors were the first commercially important application of electric power to driving mechanical energy, and DC distribution systems were used for more than 100 years to operate motors in commercial and industrial buildings. Brushed DC motors can be varied in speed by changing the operating voltage or the strength of the magnetic field. Depending on the connections of the field to the power supply, the speed and torque characteristics of a brushed motor can be altered to provide steady speed or speed inversely proportional to the mechanical load. Brushed motors continue to be used for electrical propulsion, cranes, paper machines and steel rolling mills. Since the brushes wear down and require replacement, brushless DC motors using power electronic devices have displaced brushed motors from many applications.

Simple two-pole DC motor

The following graphics illustrate a simple, two-pole, brushed, DC motor.

DC motor rotation

 

A simple DC electric motor. When the coil is powered, a magnetic field is generated around the armature. The left side of the armature is pushed away from the left magnet and drawn toward the right, causing rotation.

 

The armature continues to rotate.

 

When the armature becomes horizontally aligned, the torque becomes zero. At this point, the commutator reverses the direction of current through the coil, reversing the magnetic field.

 

The process then repeats.

 

Miniature electric motors of various sizes

When a current passes through the coil wound around a soft iron core situated inside an external magnetic field, the side of the positive pole is acted upon by an upwards force, while the other side is acted upon by a downward force. According to Fleming's left hand rule, the forces cause a turning effect on the coil, making it rotate. To make the motor rotate in a constant direction, "direct current" commutators make the current reverse in direction every half a cycle (in a two-pole motor) thus causing the motor to continue to rotate in the same direction.

A problem with the motor shown above is that when the plane of the coil is parallel to the magnetic field—i.e. when the rotor poles are 90 degrees from the stator poles—the torque is zero. In the pictures above, this occurs when the core of the coil is horizontal—the position it is just about to reach in the second-to-last picture on the right. The motor would not be able to start in this position. However, once it was started, it would continue to rotate through this position by momentum.

There is a second problem with this simple pole design. At the zero-torque position, both commutator brushes are touching (bridging) both commutator plates, resulting in a short circuit. The power leads are shorted together through the commutator plates, and the coil is also short-circuited through both brushes (the coil is shorted twice, once through each brush independently). Note that this problem is independent of the non-starting problem above; even if there were a high current in the coil at this position, there would still be zero torque. The problem here is that this short uselessly consumes power without producing any motion (nor even any coil current.) In a low-current battery-powered demonstration this short-circuiting is generally not considered harmful. However, if a two-pole motor were designed to do actual work with several hundred watts of power output, this shorting could result in severe commutator overheating, brush damage, and potential welding of the brushes—if they were metallic—to the commutator. Carbon brushes, which are often used, would not weld. In any case, a short like this is very wasteful, drains batteries rapidly and, at a minimum, requires power supply components to be designed to much higher standards than would be needed just to run the motor without the shorting.

 

The inside of a very small DC motor as would be found in a toy.

One simple solution is to put a gap between the commutator plates which is wider than the ends of the brushes. This increases the zero-torque range of angular positions but eliminates the shorting problem; if the motor is started spinning by an outside force it will continue spinning. With this modification, it can also be effectively turned off simply by stalling (stopping) it in a position in the zero-torque (i.e. commutator non-contacting) angle range. This design is sometimes seen in homebuilt hobby motors, e.g. for science fairs and such designs can be found in some published science project books. A clear downside of this simple solution is that the motor now coasts through a substantial arc of rotation twice per revolution and the torque is pulsed. This may work for electric fans or to keep a flywheel spinning but there are many applications, even where starting and stopping are not necessary, for which it is completely inadequate, such as driving the capstan of a tape transport, or any similar instance where to speed up and slow down often and quickly is a requirement. Another disadvantage is that, since the coils have a measure of self inductance, current flowing in them cannot suddenly stop. The current attempts to jump the opening gap between the commutator segment and the brush, causing arcing.

Even for fans and flywheels, the clear weaknesses remaining in this design—especially that it is not self-starting from all positions—make it impractical for working use, especially considering the better alternatives that exist. Unlike the demonstration motor above, DC motors are commonly designed with more than two poles, are able to start from any position, and do not have any position where current can flow without producing electromotive power by passing through some coil. Many common small brushed DC motors used in toys and small consumer appliances, the simplest mass-produced DC motors to be found, have three-pole armatures. The brushes can now bridge two adjacent commutator segments without causing a short circuit. These three-pole armatures also have the advantage that current from the brushes either flows through two coils in series or through just one coil. Starting with the current in an individual coil at half its nominal value (as a result of flowing through two coils in series), it rises to its nominal value and then falls to half this value. The sequence then continues with current in the reverse direction. This results in a closer step-wise approximation to the ideal sinusoidal coil current, producing a more even torque than the two-pole motor where the current in each coil is closer to a square wave. Since current changes are half those of a comparable two-pole motor, arcing at the brushes is consequently less.

If the shaft of a DC motor is turned by an external force, the motor will act like a generator and produce an Electromotive force (EMF). During normal operation, the spinning of the motor produces a voltage, known as the counter-EMF (CEMF) or back EMF, because it opposes the applied voltage on the motor. The back EMF is the reason that the motor when free-running does not appear to have the same low electrical resistance as the wire contained in its winding. This is the same EMF that is produced when the motor is used as a generator (for example when an electrical load, such as a light bulb, is placed across the terminals of the motor and the motor shaft is driven with an external torque). Therefore, the total voltage drop across a motor consists of the CEMF voltage drop, and the parasitic voltage drop resulting from the internal resistance of the armature's windings. The current through a motor is given by the following equation:

${\displaystyle I={\frac {V_{\text{applied}}-V_{\text{cemf}}}{R_{\text{armature}}}}}$ 

The mechanical power produced by the motor is given by:

${\displaystyle P=I\cdot V_{\text{cemf}}}$ 

As an unloaded DC motor spins, it generates a backwards-flowing electromotive force that resists the current being applied to the motor. The current through the motor drops as the rotational speed increases, and a free-spinning motor has very little current. It is only when a load is applied to the motor that slows the rotor that the current draw through the motor increases.

The commutating plane

In a dynamo, a plane through the centers of the contact areas where a pair of brushes touch the commutator and parallel to the axis of rotation of the armature is referred to as the commutating plane. In this diagram the commutating plane is shown for just one of the brushes, assuming the other brush made contact on the other side of the commutator with radial symmetry, 180 degrees from the brush shown.

Compensation for stator field distortion

In a real dynamo, the field is never perfectly uniform. Instead, as the rotor spins it induces field effects which drag and distort the magnetic lines of the outer non-rotating stator.

Exaggerated example of how the field is distorted by the rotor.

Iron filings show the distorted field across the rotor.

The faster the rotor spins, the further the degree of field distortion. Because the dynamo operates most efficiently with the rotor field at right angles to the stator field, it is necessary to either retard or advance the brush position to put the rotor's field into the correct position to be at a right angle to the distorted field.

Centered position of the commutating plane if there were no field distortion effects.

Actual position of the commutating plane to compensate for field distortion.

These field effects are reversed when the direction of spin is reversed. It is therefore difficult to build an efficient reversible commutated dynamo, since for highest field strength it is necessary to move the brushes to the opposite side of the normal neutral plane.

The effect can be considered to be somewhat similar to timing advance in an internal combustion engine. Generally a dynamo that has been designed to run at a certain fixed speed will have its brushes permanently fixed to align the field for highest efficiency at that speed.^[1]

DC machines with wound stators compensate the distortion with commutating field windings and compensation windings.

Motor design variations

DC motors

Brushed DC motors are constructed with wound rotors and either wound or permanent-magnet stators.

Wound stators

 

• A, Shunt
• B, Series
• C, Compound
• f, Field coil

The field coils have traditionally existed in four basic formats: separately excited (sepex), series-wound, shunt-wound, and a combination of the latter two; compound-wound.

In a series wound motor, the field coils are connected electrically in series with the armature coils (via the brushes). In a shunt wound motor, the field coils are connected in parallel, or "shunted" to the armature coils. In a separately excited (sepex) motor the field coils are supplied from an independent source, such as a motor-generator and the field current is unaffected by changes in the armature current. The sepex system was sometimes used in DC traction motors to facilitate control of wheelslip.

Permanent-magnet motors

Permanent-magnet types have some performance advantages over direct-current, excited, synchronous types, and have become predominant in fractional horsepower applications. They are smaller, lighter, more efficient and reliable than other singly-fed electric machines.^[2]

Originally all large industrial DC motors used wound field or rotor magnets. Permanent magnets have traditionally only been useful on small motors because it was difficult to find a material capable of retaining a high-strength field. Only recently have advances in materials technology allowed the creation of high-intensity permanent magnets, such as neodymium magnets, allowing the development of compact, high-power motors without the extra volume of field coils and excitation means. But as these high performance permanent magnets become more applied in electric motor or generator systems, other problems are realized (see Permanent magnet synchronous generator).

Axial field motors

Main article: Axial flux motor

Traditionally, the field has been applied radially—in and away from the rotation axis of the motor. However some designs have the field flowing along the axis of the motor, with the rotor cutting the field lines as it rotates. This allows for much stronger magnetic fields, particularly if halbach arrays are employed. This, in turn, gives power to the motor at lower speeds. However, the focused flux density cannot rise about the limited residual flux density of the permanent magnet despite high coercivity and like all electric machines, the flux density of magnetic core saturation is the design constraint.

Speed control

Generally, the rotational speed of a DC motor is proportional to the EMF in its coil (= the voltage applied to it minus voltage lost on its resistance), and the torque is proportional to the current. Speed control can be achieved by variable battery tappings, variable supply voltage, resistors or electronic controls. A simulation example can be found here^[3] and.^[4] The direction of a wound field DC motor can be changed by reversing either the field or armature connections but not both. This is commonly done with a special set of contactors (direction contactors). The effective voltage can be varied by inserting a series resistor or by an electronically controlled switching device made of thyristors, transistors, or, formerly, mercury arc rectifiers.^[5]

Series-parallel

Series-parallel control was the standard method of controlling railway traction motors before the advent of power electronics. An electric locomotive or train would typically have four motors which could be grouped in three different ways:

• All four in series (each motor receives one quarter of the line voltage), lowest speed
• Two parallel groups of two in series (each motor receives half the line voltage)
• All four in parallel (each motor receives the full line voltage), highest speed

This provided three running speeds with minimal resistance losses. For starting and acceleration, additional control was provided by resistances. This system has been superseded by electronic control systems.

Field weakening

The speed of a DC motor can be increased by field weakening. Reducing the field strength is done by inserting resistance in series with a shunt field, or inserting resistances around a series-connected field winding, to reduce current in the field winding. When the field is weakened, the back-emf reduces, so a larger current flows through the armature winding and this increases the speed. Field weakening is not used on its own but in combination with other methods, such as series-parallel control.

Chopper

In a circuit known as a chopper, the average voltage applied to the motor is varied by switching the supply voltage very rapidly. As the "on" to "off" ratio is varied to alter the average applied voltage, the speed of the motor varies. The percentage "on" time multiplied by the supply voltage gives the average voltage applied to the motor. Therefore, with a 100 V supply and a 25% "on" time, the average voltage at the motor will be 25 V. During the "off" time, the armature's inductance causes the current to continue through a diode called a "flyback diode", in parallel with the motor. At this point in the cycle, the supply current will be zero, and therefore the average motor current will always be higher than the supply current unless the percentage "on" time is 100%. At 100% "on" time, the supply and motor current are equal. The rapid switching wastes less energy than series resistors. This method is also called pulse-width modulation (PWM) and is often controlled by a microprocessor. An output filter is sometimes installed to smooth the average voltage applied to the motor and reduce motor noise.

Since the series-wound DC motor develops its highest torque at low speed, it is often used in traction applications such as electric locomotives, and trams. Another application is starter motors for petrol and small diesel engines. Series motors must never be used in applications where the drive can fail (such as belt drives). As the motor accelerates, the armature (and hence field) current reduces. The reduction in field causes the motor to speed up, and in extreme cases the motor can even destroy itself, although this is much less of a problem in fan-cooled motors (with self-driven fans). This can be a problem with railway motors in the event of a loss of adhesion since, unless quickly brought under control, the motors can reach speeds far higher than they would do under normal circumstances. This can not only cause problems for the motors themselves and the gears, but due to the differential speed between the rails and the wheels it can also cause serious damage to the rails and wheel treads as they heat and cool rapidly. Field weakening is used in some electronic controls to increase the top speed of an electric vehicle. The simplest form uses a contactor and field-weakening resistor; the electronic control monitors the motor current and switches the field weakening resistor into circuit when the motor current reduces below a preset value (this will be when the motor is at its full design speed). Once the resistor is in circuit, the motor will increase speed above its normal speed at its rated voltage. When motor current increases, the control will disconnect the resistor and low speed torque is made available.

Ward Leonard

A Ward Leonard control is usually used for controlling a shunt or compound wound DC motor, and developed as a method of providing a speed-controlled motor from an AC supply, though it is not without its advantages in DC schemes. The AC supply is used to drive an AC motor, usually an induction motor that drives a DC generator or dynamo. The DC output from the armature is directly connected to the armature of the DC motor (sometimes but not always of identical construction). The shunt field windings of both DC machines are independently excited through variable resistors. Extremely good speed control from standstill to full speed, and consistent torque, can be obtained by varying the generator and/or motor field current. This method of control was the de facto method from its development until it was superseded by solid state thyristor systems. It found service in almost any environment where good speed control was required, from passenger lifts through to large mine pit head winding gear and even industrial process machinery and electric cranes. Its principal disadvantage was that three machines were required to implement a scheme (five in very large installations, as the DC machines were often duplicated and controlled by a tandem variable resistor). In many applications, the motor-generator set was often left permanently running, to avoid the delays that would otherwise be caused by starting it up as required. Although electronic (thyristor) controllers have replaced most small to medium Ward-Leonard systems, some very large ones (thousands of horsepower) remain in service. The field currents are much lower than the armature currents, allowing a moderate sized thyristor unit to control a much larger motor than it could control directly. For example, in one installation, a 300 amp thyristor unit controls the field of the generator. The generator output current is in excess of 15,000 amperes, which would be prohibitively expensive (and inefficient) to control directly with thyristors.

Torque and speed of a DC motor

A DC motor's speed and torque characteristics vary according to three different magnetization sources, separately excited field, self-excited field or permanent-field, which are used selectively to control the motor over the mechanical load's range. Self-excited field motors can be series, shunt, or a compound wound connected to the armature.

Basic properties

Define

• E_b, counter-electromotive force (V)
• I_a, armature current (A)
• k_b, counter EMF equation constant
• k_n, speed equation constant
• k_T, torque equation constant
• n, armature frequency (rpm)
• R_m, motor resistance (Ω)
• T, motor torque (Nm)
• V_m, motor input voltage (V)
• Φ, machine's total flux (Wb)
• Carter's coefficient (k_C) is a parameter that is often used as a way to estimate the effective slot pitch in the armature of a motor with open (or semi-enclosed) slots.^[6]

Counter EMF equation

The DC motor's counter emf is proportional to the product of the machine's total flux strength and armature speed:

E_b = k_b Φ n^[7]

Voltage balance equation

The DC motor's input voltage must overcome the counter emf as well as the voltage drop created by the armature current across the motor resistance, that is, the combined resistance across the brushes, armature winding and series field winding, if any:

V_m = E_b + R_m I_a^[8][9]

Torque equation

The DC motor's torque is proportional to the product of the armature current and the machine's total flux strength:^[10][11][12]

${\displaystyle {\begin{aligned}T&={\frac {1}{2\pi }}k_{b}I_{a}\Phi \\&=k_{T}I_{a}\Phi \end{aligned}}}$ 

where

k_T = k_b/2π

Speed equation

Since

n = E_b/k_b Φ and

V_m = E_b + R_m I_a

we have^[13][14][15]

${\displaystyle {\begin{aligned}n&={\frac {V_{m}-R_{m}I_{a}}{k_{b}\Phi }}\\&=k_{n}{\frac {V_{m}-R_{m}I_{a}}{\Phi }}\end{aligned}}}$ 

where

k_n = 1/k_b

Torque and speed characteristics

Shunt wound motor

With the shunt wound motor's high-resistance field winding connected in parallel with the armature, V_m, R_m and Ø are constant such that the no load to full load speed regulation is seldom more than 5%.^[16] Speed control is achieved three ways:^[17]

• Varying the field voltage
• Field weakening
• Variable resistance in the field circuit.

Series wound motor

Main article: Universal motor

The series motor responds to increased load by slowing down; the current increases and the torque rises in proportional to the square of the current since the same current flows in both the armature and the field windings. If the motor is stalled, the current is limited only by the total resistance of the windings and the torque can be very high, but there is a danger of the windings becoming overheated. Series wound motors were widely used as traction motors in rail transport^[18] of every kind, but are being phased out in favour of power inverter-fed AC induction motors. The counter EMF aids the armature resistance to limit the current through the armature. When power is first applied to a motor, the armature does not rotate, the counter EMF is zero and the only factor limiting the armature current is the armature resistance.^[19] As the prospective current through the armature is very large, the need arises for an additional resistance in series with the armature to limit the current until the motor rotation can build up the counter EMF. As the motor rotation builds up, the resistance is gradually cut out.

The series wound DC motor's most notable characteristic is that its speed is almost entirely dependent on the torque required to drive the load. This suits large inertial loads as motor accelerates from maximum torque, torque reducing gradually as speed increases.

As the series motor's speed can be dangerously high, series motors are often geared or direct-connected to the load.^[20]

Permanent magnet motor

A permanent magnet DC motor is characterized by a linear relationship between stall torque when the torque is maximum with the shaft at standstill and no-load speed with no applied shaft torque and maximum output speed. There is a quadratic power relationship between these two speed-axis points.^[21]

Protection

To extend a DC motor's service life, protective devices^[22] and motor controllers are used to protect it from mechanical damage, excessive moisture, high dielectric stress and high temperature or thermal overloading.^[23] These protective devices sense motor fault conditions^[24] and either activate an alarm to notify the operator or automatically de-energize the motor when a faulty condition occurs. For overloaded conditions, motors are protected with thermal overload relays. Bi-metal thermal overload protectors are embedded in the motor's windings and made from two dissimilar metals. They are designed such that the bimetallic strips will bend in opposite directions when a temperature set point is reached to open the control circuit and de-energize the motor. Heaters are external thermal overload protectors connected in series with the motor's windings and mounted in the motor contactor. Solder pot heaters melt in an overload condition, which cause the motor control circuit to de-energize the motor. Bimetallic heaters function the same way as embedded bimetallic protectors. Fuses and circuit breakers are overcurrent or short circuit protectors. Ground fault relays also provide overcurrent protection. They monitor the electric current between the motor's windings and earth system ground. In motor-generators, reverse current relays prevent the battery from discharging and motorizing the generator. Since D.C. motor field loss can cause a hazardous runaway or overspeed condition, loss of field relays^[25] are connected in parallel with the motor's field to sense field current. When the field current decreases below a set point, the relay will deenergize the motor's armature. A locked rotor condition prevents a motor from accelerating after its starting sequence has been initiated. Distance relays protect motors from locked-rotor faults. Undervoltage motor protection is typically incorporated into motor controllers or starters. In addition, motors can be protected from overvoltages or surges with isolation transformers, power conditioning equipment, MOVs, arresters and harmonic filters. Environmental conditions, such as dust, explosive vapors, water, and high ambient temperatures, can adversely affect the operation of a DC motor. To protect a motor from these environmental conditions, the National Electrical Manufacturers Association (NEMA) and the International Electrotechnical Commission (IEC) have standardized motor enclosure^[26] designs based upon the environmental protection they provide from contaminants. Modern software can also be used in the design stage, such as Motor-CAD, to help increase the thermal efficiency of a motor.

DC motor starters

The counter-emf aids the armature resistance to limit the current through the armature. When power is first applied to a motor, the armature does not rotate. At that instant the counter-emf is zero and the only factor limiting the armature current is the armature resistance and inductance. Usually the armature resistance of a motor is less than 1 Ω; therefore the current through the armature would be very large when the power is applied. This current can make an excessive voltage drop affecting other equipment in the circuit and even trip overload protective devices.

Therefore, the need arises for an additional resistance in series with the armature to limit the current until the motor rotation can build up the counter-emf. As the motor rotation builds up, the resistance is gradually cut out.

Manual-starting rheostat

 

1917 DC motor manual starting rheostat with no-voltage and overload release features.

When electrical and DC motor technology was first developed, much of the equipment was constantly tended by an operator trained in the management of motor systems. The very first motor management systems were almost completely manual, with an attendant starting and stopping the motors, cleaning the equipment, repairing any mechanical failures, and so forth.

The first DC motor-starters were also completely manual, as shown in this image. Normally it took the operator about ten seconds to slowly advance the rheostat across the contacts to gradually increase input power up to operating speed. There were two different classes of these rheostats, one used for starting only, and one for starting and speed regulation. The starting rheostat was less expensive, but had smaller resistance elements that would burn out if required to run a motor at a constant reduced speed.

This starter includes a no-voltage magnetic holding feature, which causes the rheostat to spring to the off position if power is lost, so that the motor does not later attempt to restart in the full-voltage position. It also has overcurrent protection that trips the lever to the off position if excessive current over a set amount is detected.^[27]

Three-point starter

The incoming power wires are called L1 and L2. As the name implies there are only three connections to the starter, one to incoming power, one to the armature, and one to the field. The connections to the armature are called A1 and A2. The ends of the field (excitement) coil are called F1 and F2. In order to control the speed, a field rheostat is connected in series with the shunt field. One side of the line is connected to the arm of the starter. The arm is spring-loaded so, it will return to the "Off" position when not held at any other position.

• On the first step of the arm, full line voltage is applied across the shunt field. Since the field rheostat is normally set to minimum resistance, the speed of the motor will not be excessive; additionally, the motor will develop a large starting torque.
• The starter also connects an electromagnet in series with the shunt field. It will hold the arm in position when the arm makes contact with the magnet.
• Meanwhile, that voltage is applied to the shunt field, and the starting resistance limits the current to the armature.
• As the motor picks up speed counter-emf is built up; the arm is moved slowly to short.

Four-point starter

The four-point starter eliminates the drawback of the three-point starter. In addition to the same three points that were in use with the three-point starter, the other side of the line, L1, is the fourth point brought to the starter when the arm is moved from the "Off" position. The coil of the holding magnet is connected across the line. The holding magnet and starting resistors function identical as in the three-point starter.

• The possibility of accidentally opening the field circuit is quite remote. The four-point starter provides the no-voltage protection to the motor. If the power fails, the motor is disconnected from the line.

Parameters and stats estimation

• Several studies propose either non-intelligent estimators which depend on the model, such as the extended Kalman filter (EKF)^[28][29] and Luenberger's observer,^[30] or intelligent estimators such as cascade-forward neural network (CFNN) and quasi-Newton BFGS backpropagation^[31] .  

See also

• Alternating current
• Brushless DC electric motor

References

1. Hawkins Electrical Guide
2. Gottlieb, I.M. (1994). Electric Motors & Control Techniques (2nd ed.). TAB Books.
3. DC motor speed control MATLAB simulation code.
4. Design and Simulation of Control Systems for a Field Survey Mobile Robot Platform.
5. Lander, Cyril W. (1993). "8 D.C. Machine Control". Power Electronics (3rd ed.). London: Mc Graw Hill International UK. ISBN 0-07-707714-8.
6. Neville, S.: 'Use of Carter's coefficient with narrow teeth', Proceedings of the Institution of Electrical Engineers, 1967, 114, (9), p. 1245-1250
7. Hameyer, p. 66, eq. 5-3437
8. Lynn, §8-144, p. 826, eq. 8-17
9. Hameyer, p. 66, eq. 5-20
10. Lynn, §8-146, p. 826, eq. 8-18
11. Hameyer, p. 66, eq. 5-23
12. Lynn, §147, p. 827, eq. 8-21
13. Lynn, §8-147, p. 827, eq. 8-20
14. Hameyer, p. 68, eq. 5-31
15. Lynn, §147, p. 827, eq. 8-22
16. Lynn, §8-148 to §8-151, p. 827-828
17. Hameyer, p. 69
18. Alger, §7-278, p. 757
19. Alger, §7-277, p. 757
20. Lynn, §8-154, p. 828
21. MIT CIPD
22. Herman, Stephen L. Electric Motor Control. 9th ed. Delmar, Cengage Learning, 2009. Page 12.
23. Malcolm Barnes. Practical variable speed drives and power electronics. Elsevier, Newnes, 2003. Page 151.
24. J. Lewis Blackburn. Protective relaying: principles and applications. CRC Press, 1998. Page 358.
25. Ohio Electric Motors. DC Motor Protection. Ohio Electric Motors. 2011. December 6, 2011, at the Wayback Machine
26. H. Wayne Beaty and James L. Kirtley. Electric Motor Handbook. McGraw-Hill Professional, 1998. Page 97.
27. Hawkins Electrical Guide. Theo. Audel & Co. 1917. pp. 664–669.
28. Pantonial, Roel; Kilantang, Alan; Buenaobra, Bernardino (November 2012). "Real time thermal estimation of a Brushed DC Motor by a steady-state Kalman filter algorithm in multi-rate sampling scheme". TENCON 2012 IEEE Region 10 Conference. pp. 1–6. doi:10.1109/TENCON.2012.6412194. ISBN 978-1-4673-4824-9. S2CID 25418197.
29. Acarnley, P.P.; Al-Tayie, J.K. (January 1997). "Estimation of speed and armature temperature in a brushed DC drive using the extended Kalman filter". IEE Proceedings - Electric Power Applications. 144 (1): 13–20. doi:10.1049/ip-epa:19970927. ISSN 1350-2352.
30. NESTLER, H.; SATTLER, PH K. (1993-01-01). "On-Line-Estimation of Temperatures in Electrical Machines by an Observer". Electric Machines & Power Systems. 21 (1): 39–50. doi:10.1080/07313569308909633. ISSN 0731-356X.
31. Mellah, Hacene; Hemsas, Kamel Eddoine; Taleb, Rachid; CECATI, carlo (2018). "Estimation of speed, armature temperature and resistance in brushed DC machines using a CFNN based on BFGS BP". Turkish Journal of Electrical Engineering & Computer Sciences. 26 (6): 3182–3192. arXiv:1902.03171. doi:10.3906/elk-1711-330. S2CID 69944028.

Bibliography

• Alger, P. L. (1949). "§7-277 to §7-287 'AC Commutator Motors' in Sec. 7 - Alternating-Current Generators and Motors". In Knowlton, A.E. (ed.). Standard Handbook for Electrical Engineers (8th ed.). McGraw-Hill. pp. 826–831.
• Hameyer, Kay (2001). "§5.2 'Basic Equations' in section 5 - DC Machine". Electrical Machine I: Basics, Design, Function, Operation. RWTH Aachen University Institute of Electrical Machines.
• Lynn, C. (1949). "§8-144 to §8-165 'Motor Characteristics and Regulation' in Sec. 8 - Direct-Current Generators and Motors". In Knowlton, A.E. (ed.). Standard Handbook for Electrical Engineers (8th ed.). McGraw-Hill. pp. 826–831.
• MIT CIPD (2009). "Understanding D.C. Motor Characteristics". Designing with D.C. Motors. MIT, Mech. Engineering, CIPD. Retrieved 2008-12-11.

External links

• (retrieved from Web Archive on 2014/31/01)