1. Introduction
Grounded in the principles of electromagnetic induction, the inductive wireless power transfer (IPT) technology facilitates wireless power transfer by establishing electromagnetic coupling between transmitting and receiving coils [
1,
2,
3]. This innovative technology offers numerous benefits such as safety, flexibility, and convenience, making it a promising solution for a wide range of applications. These applications include electric vehicles [
4], underwater operations [
5], automatic guided vehicles (AGVs) [
6,
7], and implantable medical devices [
8].
The AGV, a handling tool that follows a set path, can significantly cut labor costs, boost productivity, and is commonly employed in various industries, transportation, and other sectors. The use of IPT systems to transfer power to AGVs in real-world scenarios inevitably results in vehicular vibrations during operation, causing the position of the receiving coil, mounted on the vehicle chassis, to shift in relation to the stationary transmitting coil embedded in the road surface. This displacement leads to changes in the IPT system’s mutual inductance [
9], affecting both the output power and transmission efficiency. Consequently, it is crucial to prioritize the investigation of the coil structure design and parameter optimization for the coupling mechanism in order to enhance the IPT system’s anti-misalignment performance [
10,
11].
Enhancing the anti-misalignment capabilities of IPT systems through coil structure design hinges on the construction of a uniform magnetic field [
12]. A transmitting coil with a uniform magnetic field distribution enables the receiving coil to be positioned freely, maintaining the stability of the output power and transmission efficiency. Numerous transmitting coil design methods have been proposed by researchers worldwide to achieve a uniform magnetic field distribution. The literature [
13] employs partial magnetic field cancellation and introduces a transmitting coil structure that combines forward and reverse winding, resulting in a uniform longitudinal magnetic field intensity distribution on the receiving coil plane. The literature [
14] minimizes the mutual inductance fluctuation rate within the misalignment range by connecting a reverse-wound coil in series at the transmitting end. However, both [
13,
14] rely on the enumeration method, which entails lengthy simulation calculations and complex optimization processes.
The literature [
15] suggests a group series winding–transmitting coil structure that involves winding two close-wound coil groups in series. This design achieves a uniform transverse magnetic flux generated by the transmitting coil when its outer diameter is larger than that of the receiving coil, but it only considers a single close-wound coil combination. The literature [
16] proposes a combined series winding hexagonal coil structure that merges tightly and loosely wound coils. Although this approach improves the coupling coefficients and anti-misalignment abilities of wireless power transfer systems, it merely combines mosquito and close-wound coils without further examining the impact of different turn-spacing coil arrangement methods on the coil’s magnetic induction intensity distribution. Furthermore, it does not consider the optimal combination method for achieving the most uniform magnetic field distribution.
This paper aims to achieve a relatively uniform magnetic field distribution by combining close-wound and mosquito coils and determining the best combination method through a comparison of the coils’ magnetic induction intensity distributions generated under various arrangement methods. In addition, to minimize mutual inductance fluctuations during the coupling coil misalignment process and to enhance the output power and transmission efficiency, the paper incorporates the tentacle algorithm to improve the whale algorithm, thus deriving the optimal coil turn spacing and the number of turns under given constraint conditions. The main contributions of this paper are listed as follows:
- (1)
A proposed double-mosquito combination (DMC) coil structure combines the magnetic induction intensity distribution analysis of the mosquito coil and the close-wound coil. This coil exhibits a relatively uniform magnetic field distribution, which can reduce the mutual inductance and output voltage fluctuation rate of the IPT system after deviation.
- (2)
The integration of the beetle antennae search algorithm into the whale algorithm is presented to calculate the novel optimal whale position using the position update formula of the beetle antennae search algorithm. Compared with the optimal whale position calculated by the conventional whale algorithm, the smaller one is selected as the optimal position within the current whale population, thereby further enhancing the convergence speed and accuracy of the whale algorithm.
- (3)
With the minimization of the coil’s mutual inductance fluctuation rate as the optimization target, the parameters of the DMC coil are optimized using the improved whale algorithm, which enhances the resistance to misalignment of the DMC coil and ensures the efficient and stable operation of the IPT system.
The rest of the paper is organized as follows:
Section 2 presents an equivalent circuit diagram of the IPT system, combining the coil, and establishes the relationships among system output power, transmission efficiency, and mutual inductance. In
Section 3, the magnetic field distribution of the mosquito and close-wound coils is obtained through simulation. A model of two single-turn square coils coaxially aligned is developed, and the interaction law between the coil parameters and mutual inductance of transmitting and receiving coils is analyzed.
Section 4 details the DMC coil design method, optimizes the DMC coil parameters using a specific algorithm, and examines the misalignment characteristics of the optimized DMC coil.
Section 5 describes the construction of an experimental platform for the IPT system, providing verification of the robust anti-misalignment capability of the DMC coil after parameter optimization within a horizontal misalignment range of ±50 mm at a transmission distance of 50 mm. Finally,
Section 6 concludes the paper.
2. Transmission Characteristics Analysis of IPT System with Combined Coils
At present, there are mainly two types of traditional planar square coils: mosquito coils with single-turn spacing and close-wound coils with tight winding.
Figure 1 illustrates the comparison between the combined coil suggested in this study and the conventional square coil structure.
The combined coil integrates the winding features of both the mosquito coil and the close-wound coil, resulting in a coil with varying turn spacings from the inner to the outer section using a single wire. Based on its winding characteristics, the circuit diagram for the IPT system is illustrated in
Figure 2. The IPT system primarily consists of a high-frequency inverter (I), compensation network (II), magnetic coupling mechanism (III), rectifier filter circuit (IV), and load (V) [
17,
18]. Furthermore, the system employs a straightforward structure and a more stable power factor series–series (SS) compensation network.
In
Figure 2,
Uin represents the DC input voltage, while
Ut signifies the inverter output voltage.
It and
Ir denote the currents flowing through the transmitting and receiving coils, respectively.
Ct stands for the compensation capacitor at the transmitter end, and
Cr corresponds to the compensation capacitor at the receiver end.
Rt is the internal resistance of the transmitting coil, and
Ur indicates the rectifier input voltage.
L1,
L2, and
Ln are the coil self-inductances for the first, second, and nth turn spacings, respectively, with the sum of the coil self-inductances of
n turn spacings constituting the transmitting coil self-inductance.
Rr refers to the internal resistance of the receiving coil, while
Lr represents the receiving coil self-inductance.
M1r,
M2r, and
Mnr are the mutual inductances between the coil and the receiving coil for the first, second, and nth turn spacings, respectively.
CF is the filter capacitor of the rectifier circuit,
RL denotes the load resistance,
UO is the voltage across the load, and
Req represents the equivalent load resistance.
According to Kirchhoff’s law, we can derive:
When the system reaches the resonant state, it meets the following equation:
The transmitting circuit current, denoted by
It, is given as follows:
The receiving circuit current, denoted by
Ir, is given as follows:
From this, the system output power and transmission efficiency can be obtained as follows:
The influential relationship of the mutual inductance
Mtr on the system output power and transmission efficiency is plotted as shown in
Figure 3, based on Equations (5) and (6), which represent the superposition of mutual inductance between the transmitting coil and the receiving coil, that is,
Mtr =
M1r +
M2r + … +
Mnr.
Figure 3 demonstrates that as the mutual inductance increases, the system output power initially rises and then declines. Concomitantly, the system transmission efficiency increases with the growth of mutual inductance, eventually reaching a plateau after surpassing a specific value. It is important to note that
Mtr is linked to both the magnetic flux (
ϕ) and the magnetic induction intensity (
B). Therefore, through the design and optimization of the magnetic coupling mechanism, achieving a uniform magnetic field is possible, leading to an enhancement in the system’s transmission performance.
3. Analysis of Magnetic Induction Distribution and Mutual Inductance Calculation for Combined Coils
3.1. Magnetic Induction Intensity Distribution of Combined Coils
The magnetic induction intensity distribution characteristics of both mosquito coils and close-wound coils were investigated by obtaining the magnetic field distribution on the receiving coil plane at varying heights (
h) for these coil types via simulation, as shown in
Figure 4 and
Figure 5.
Using the center of the mosquito coil and close-wound coil as the origin, a straight line was drawn through the points (−150, 0,
h) mm and (150, 0,
h) mm. The normalized curve of the magnetic induction intensity along this line for different heights of the mosquito coil and close-wound coil is presented in
Figure 6.
The magnetic induction intensity is most prominent in the central region of the mosquito coil, as depicted in
Figure 4,
Figure 5 and
Figure 6. The magnetic field gradually diminishes from the coil center outward. In contrast, the magnetic induction intensity is concentrated on both sides of the close-wound coil, resulting in a decrease in the magnetic field in the central area. This is evident from the comparative analysis of the two coil types as illustrated in the figures.
This paper proposes a combined coil that merges the characteristics of the mosquito coil and close-wound coil, with the center of the combined coil comprising the mosquito coil and the outer portion made up of the close-wound coil. The inner and outer coils are connected in the same direction to form a combined coil. This design aims to address the issues of a weak magnetic field on the outer part of the mosquito coil and a low magnetic field intensity at the center of the close-wound coil, ultimately achieving a more uniform magnetic field-intensity distribution based on the magnetic field distribution characteristics of both coil types.
3.2. Mutual Inductance Calculation of Combined Coils
A schematic diagram showing the horizontal misalignment of a single-turn square coil is depicted in
Figure 7.
The transmitting coil and the receiving coil consist of two coaxially aligned coils. In this arrangement,
h represents the distance between the transmitting and receiving coils,
l is the side length of the transmitting coil,
r is the side length of the receiving coil, and Δ is the distance the receiving coil shifts in the positive direction along the
x-axis. The receiving coil’s sides are labeled as
b1,
b2,
b3, and
b4, while the transmitting coil’s four sides are
a1,
a2,
a3, and
a4. The mutual inductance
M of the square coil can be considered as the superposition of the mutual inductance between two parallel sides [
19]. This setup defines the key parameters and relationships essential for understanding the interaction between the transmitting and receiving coils.
After defining the coordinates of any point on sides
a1 and
b1 as (
l/2,
y1, 0) and (
r/2,
y2,
h), respectively, and the coordinates of any point on sides
a2 and
b2 as (
x1,
l/2, 0) and (
x2,
r/2,
h), respectively, the
Ma1b1 and
Ma2b2 values following a horizontal misalignment Δ undergone by the receiving coil can be determined in accordance with the Neumann formula as follows [
20]:
In the formula, µ0 represents the magnetic permeability of a vacuum, where µ0 = 4 × 10−7.
Similarly, the Ma1b3, Ma2b4, Ma3b3, Ma3b1, Ma4b4, and Ma4b2 can be obtainedfrom a horizontal misalignment Δ between the transmitting and receiving coils.
The Ma1b1, Ma1b3, Ma2b2, Ma2b4, Ma3b3, Ma3b1, Ma4b4, and Ma4b2 can be obtained when the horizontal misalignment Δ is 0 and the transmitting coil and the receiving coil are aligned coaxially.
In light of Equations (8) and (9), the mutual inductance for the multi-turn mosquito coil can be derived under both alignment and misalignment scenarios. Here, we denote the number of turns of the mosquito coil as
Nm and the coil turn spacing as
d. Given that the turn spacing
d of the mosquito coil is considerably larger than the diameter
D of the single-turn coil,
D can be disregarded when calculating the side length of the mosquito coil. Consequently, the side length for the
Nm-th turn of the mosquito coil can be determined as follows:
By substituting Equation (10) into Equation (8), the
Ma1b1 of the
Nm-th turn of the mosquito coil can be obtained as follows:
The total
Ma1b1(total) for
Nm turns can be obtained as follows:
The mutual inductance
Mmr between the multi-turn mosquito coil and the square coil comprising
Nr turns can be expressed as follows:
The diameter of the single-turn coil is denoted by
D, and the number of turns for the close-wound coil is denoted by
Nc. Since the turn spacing
d of the close-wound coil is approximately equal to 0, it can be disregarded when computing the side length of the close-wound coil. Thus, the side length for the
Nc-th turn of the close-wound coil can be described as follows:
Similarly, drawing upon Equations (8) and (9), the Ma1b1(Nc) for the Nc-th turn of the close-wound coil, the Ma1b1(Nc) for the Nc-th turn following horizontal misalignment, and the mutual inductance Mcr between the multi-turn, close-wound coil and the square coil with Nr turns can be derived.
Therefore, the mutual inductance between the combined coil and the receiving coil can be represented as the superposition of the mutual inductances among the mosquito coil, close-wound coil, and receiving coil, respectively. The corresponding equation is given as follows:
In Equation (15), nm denotes the total number of mosquito coils, k signifies the k-th mosquito coil counted from the innermost layer outward, nc represents the overall quantity of close-wound coils, and p refers to the p-th close-wound coil counted from the innermost layer outward.
In conclusion, a relatively uniform magnetic induction intensity distribution can be achieved in the combined coil by the rational design of the quantity and coil parameters for both mosquito and close-wound coils. This design effectively reduces the fluctuations in mutual inductance during the misalignment process. Such an optimization strategy for coil design ensures a consistent magnetic induction intensity distribution, thereby enhancing the overall performance and stability of the combined coil system.
5. Experimental Verification
An experimental platform based on the IPT system shown in
Figure 2a was built, as depicted in
Figure 14. The coupled coils and the receiving coil have an outer diameter of 142 mm × 142 mm, while the DMC coil, the mosquito coil, and the close-wound coil have an outer diameter of 300 mm × 300 mm. A was used as the controller in this experiment to collect the signals and generate the PWM waves. The transmitting and receiving coils of the magnetic coupling mechanism were wound with 0.1 mm × 200 strands of Litz wire. The coil mutual inductance was measured using a Chroma 11050-5M high-frequency LCR tester. The voltage at both ends of the load was measured using a Tektronix MSO 2024B oscilloscope, and the load current was measured using an RP1001C current probe.
The system input voltage was set to 45 V, the operating frequency
f was 85 kHz, the self-inductance
Lr of the receiving coil was 60.3 µH, the compensation capacitance
Cr of the receiving coil was 58.2 nF, and the load
RL was 10 Ω. According to the actual coil parameters, the compensation circuit parameters were adjusted. The mutual inductances, system output voltages, output powers, and efficiencies of the three transmitting coils with the same receiving coil were compared. The self-inductance measurements of the three transmitting coils and the system compensation capacitance values are shown in
Table 4.
Using the position where the receiving coil and the transmitting coil are coaxially aligned and the transmission distance is 50 mm as the reference base, we measured the mutual inductance of the DMC, mosquito-coil, and close-wound coil transmitters during a 50mm horizontal misalignment of the receiving coil. The results are shown in
Figure 15.
Based on the experimental results, it can be observed that the mutual inductance fluctuation rate of the DMC and the receiving coil is 7.3% when the receiving coil undergoes a horizontal misalignment. This rate is significantly lower than the mutual inductance fluctuation rates of the close-wound coil (12%) and the mosquito coil (20.3%). Therefore, it can be concluded that the DMC coil is capable of ensuring the stable operation of the system under misalignment conditions.
The waveforms of the inverter output voltage
Ut, inverter output current
It, load terminal voltage
Ul, and load current
Il for the DMC, mosquito, and close-wound coils are shown in
Figure 16 under conditions of alignment with the receiving coil or horizontal misalignment.
As shown in
Figure 16, when
RL = 10 Ω, the output voltage of the IPT system with the DMC coil was 29.89 V and the efficiency was 83.3% when the coils were aligned; the output voltage was 32.09 V and the efficiency was 83.13% when the coils were displaced by 50 mm; the output voltage fluctuation rate of the system during the displacement process was 7.4%. The output voltage of the mosquito coil was 38.45 V, and the efficiency was 84.45% when the coils were aligned; the output voltage was 47.47 V, and the efficiency was 84.1% when the coils were displaced by 50 mm; the output voltage fluctuation rate of the system during the displacement process was 23.46%. The output voltage of the close-wound coil was 26.77 V, and the efficiency was 83.28% when the coils were aligned; the output voltage was 30.18 V, and the efficiency was 82.86% when the coils were displaced by 50 mm; the output voltage fluctuation rate of the system during the displacement process was 12.7%. It can be seen that the output voltage fluctuation rates of the three coils are significantly different, while the efficiencies are similar. Therefore, under the condition of comparable efficiency, the output voltage fluctuation rate is the main criterion for comparison. Compared with the mosquito coil and the close-wound coil, the output voltage fluctuation rate of the DMC coil is significantly lower, and the system’s robustness to displacement is greatly improved.
To verify the strong anti-misalignment capability of the DMC coil under different load conditions,
RL was set to 20 Ω, 30 Ω, and 40 Ω respectively, and the transmission distance between the transmitting coil and the receiving coil was 50 mm. The output voltages and transmission efficiencies of the DMC, mosquito, and close-wound transmitting coils under different load conditions were measured when the receiving coil was horizontally misaligned by 50 mm relative to the transmitting coil, as shown in
Figure 17.
The experimental results show that when RL was 20 Ω, 30 Ω, and 40 Ω respectively, the voltage fluctuation rates of the DMC coil during the horizontal misalignment process were 7.2%, 7%, and 6.7% respectively, and the transmission efficiencies after misalignment were 82.02%, 79.73%, and 77.11% respectively. The voltage fluctuation rates of the mosquito coil during the misalignment process were 22.5%, 21.6%, and 20.58% respectively, and the transmission efficiencies after misalignment were 82.82%, 80.69%, and 78.42% respectively. The voltage fluctuation rates of the close-wound coil during the misalignment process were 12.8%, 12.6%, and 12.42% respectively, and the transmission efficiencies after misalignment were 82.45%, 80.88%, and 78.99% respectively. The voltage fluctuations of DMC coils were significantly lower than those of mosquito-coil and close-wound coils at different loads. The transmission efficiencies of the DMC, mosquito coil, and close-wound coils were similar, with a difference of less than 1%, thus making the comparison of voltage fluctuation the main criterion for comparison, as the transmission efficiency was comparable. This demonstrated the outstanding robustness to displacement of DMC systems under different load conditions.
In addition, during the displacement process, the mutual inductance and the transmission efficiency decreased, but the output voltage increased. This phenomenon can be explained by referring to the theoretical curves of the output power, transmission efficiency, and mutual inductance shown in
Figure 4. When the mutual inductance was in the right-side region of the mutual inductance value corresponding to the peak value of the output power, the displacement distance increased, the mutual inductance decreased, the output power first increased and then decreased, and the transmission efficiency decreased. Since the output power was proportional to the output voltage, when the displacement distance increased, the mutual inductance decreased, and the output voltage first increased and then decreased.
To demonstrate the advantages of the DMC coil proposed in this paper, it is compared with other coils in the literature. To ensure a consistent comparison, the outer diameter of the transmitting coil was set to be the same, and the receiving coil was the same closely wound coil. The coil structure schematic is shown in
Figure 18. During the process of the receiving coil horizontally misaligning by 50 mm relative to the transmitting coil, the robustness to displacement of the IPT system with different transmitting coils was measured, as shown in
Table 5.
As can be seen from the
Table 5, under the same horizontal misalignment distance, the mutual inductance, output voltage, and output power fluctuation rates of the DMC coil proposed in this paper were all the smallest during the misalignment process. Compared with the existing coils, the coil proposed in this paper exhibited a better resistance to the misalignment distance, thereby ensuring that an IPT system with this coil can work efficiently and stably when the coupling mechanism is misaligned.