Inter national J our nal of P o wer Electr onics and Dri v e Systems (IJPEDS) V ol. 12, No. 4, December 2021, pp. 2349 2357 ISSN: 2088-8694, DOI: 10.11591/ijpeds.v12.i4.pp2349-2357 r 2349 Lo w switching fr equency modulation f or generalized thr ee-phase multile v el in v erters gear ed to ward Grid Codes compliance Mohammed Setti, Mohamed Cherkaoui Engineering for Smart and Sustainable Systems Research Center , Mohammed V Uni v ersity , Rabat, Morocco Article Inf o Article history: Recei v ed Jun 26, 2021 Re vised Sep 21, 2021 Accepted Sep 28, 2021 K eyw ords: Nearest le v el control Nonlinear constrained optimization Po wer quality grid codes Reduced switch Three-phase cascaded multile v el in v erter ABSTRA CT In this paper , a generalized three-phase multile v el po wer in v erter (MLI) structure is proposed under asymmetric configurations. The operating mode and the switching combinations are briefly e xposed according to the parity of the number of direct cur - rent (DC) v oltage sources in use. Subsequently , the proposed topology is e v aluated in terms of commonl y used f actors and then benchmark ed ag ainst some of the state-of- the-art cascaded MLIs featuring multiple DC v ol tage sources (MDCS-CMLIs) while putting emphasis on the reduction of po wer switching de vices. Moreo v er , a ne w near - est le v el control (NLC)-based modulation technique is designed for the purpose of better comply with some quali ty grid codes, namely the European EN 50160 and the International IEC 61000-2-12. The identification of the optimal control thresholds is realized by a cons trained optimization algorithm ( e .g . , particle sw arm optimization (PSO)) which is implemented in p ython script and v alidated through SIMULINK f ast fourier transform (FFT) analysis tool. Lastly , the harmonic performance of the pro- posed technique is compared side-by-si de with that of the c on v ent ional NLC scheme and e xhibits significant reduction in harmonic distortion. This is an open access article under the CC BY -SA license . Corresponding A uthor: Mohammed Setti Mohammadia School of Engineers Ibn-Sina A v enue, 765, Rabat, Morocco Email: mohammedsetti@research.emi.ac.ma 1. INTR ODUCTION In medium-v oltage (MV) and medium-to high-po wer le v el con v ersion field, multile v el in v erters (MLIs) are considered to be the flagship solution for grid-related applications including rene w able ener gy sources in- te gration, high v oltage DC transmission/fle xible A C transmission system (HVDC/F A CTS), shunt acti v e po wer filter (APF), and static synchronous compensator (ST A TCOM). Moreo v er , the y are reno wned as one of the most ef fecti v e w ay to synthesize high resolution A C po wer endo wed with attracti v e features such as lo w harmonic distortion, high po wer handling, and best po wer con v ersion ef ficienc y to name a fe w [1]. Despite all of the aforementioned benefits, MLI topologi es require a relati v ely lar ge number of po wer semiconductor and passi v e components. T o address this issue, a lot of research are led to w ard the reduction of the po wer components count so as to enhance both the o v erall po wer ef ficienc y and the system reliability [2]-[4]. In practice, cascaded MLI structures with multiple DC sources (MDCS-CMLIs) are re g arded to be the most authoritati v e MLIs since t he y ha v e been emplo yed in some rene w able ener gy systems for more than a decade. The y can be set either in symmetric or in asymmetric configuration [1], [5]. Asymmetric nature of DC J ournal homepage: http://ijpeds.iaescor e .com Evaluation Warning : The document was created with Spire.PDF for Python.
2350 r ISSN: 2088-8694 sources w ould bring more le v els to the output w a v eforms which positi v ely impact their harmonic performance. F or this reason, only asymmetric structures are considered throughout this paper . Lo w switching frequenc y modulations (LSFM) found their w ay in the field of MLI structures with the main objecti v e of alle viating the switching losses incurred by the relati v e high number of po wer switches [6], [7]. No w adays, there is only one well-established LSFM scheme geared to w ard grid-tied applications kno wn as selecti v e harmonic mitig ation (SHM) which in turn is akin to the selecti v e harmonic elimination (SHE) modulation t echnique [8]-[11]. Ho we v er , SHE/SHM has some limitations that could be o v ercome by NLC [5], [12], especially those related to dynamic performance under real-time operation and computational ef fort required while using lookup tables or curv e fitting polynomials or an y initial guessing and iterati v e routines [13], [14]. The ne xt section proposes a generalized three-phase MLI topology under dif ferent parity of k DC v oltage sources. T o e v aluate performance, the in v erter structure is analyzed in terms of some commonly used f actors and compared to other state-of-the-art topologies. Afterw ards, in section 3, a ne w NLC-based mod- ulation is de v eloped for the purpose of better meeting the grid quality requirements of both EN 50160 and IEC 61000-2-12 codes. In order to achie v e that, some mathematical formulations based on fourier series e x- pansion are shortly e xposed. Ne xt, the formulation of the optimization problem is gi v en as a system of nonlinear inequalities considering each indi vidual harmonic limit L h and the total harmonic distortion (THD) of a gi v en line-to-line output v oltage v ` ( ! t ) . Then, the particle sw arm optimization (PSO) algorithm [15] is called to determine the appropriate switching angles i depending on the v oltage ratio r and the thresholds i . Finally , the harmonic performance of the proposed control tec hn i que is benchmark ed side-by-side ag ainst that of the con v entional NLC scheme. Results and dis cussion are carried out while rele v ant conclusions are highlighted at the end of this paper . 2. ASSESSMENT OF THE PR OPOSED MLI T OPOLOGY 2.1. Basic unit cell MDCS-CMLI structur e The proposed three-phase MLI topology is depicted by Figure 1 where the basic unit cell is shaded in light color . As it can be seen, each single-phase cell is made up from tw o v oltage sources, four unidirectional ( S 1 ; 1 , S 1 ; 2 , S 3 ; 1 , S 3 ; 2 ) and tw o bidirectional po wer switches ( S 2 ; 1 , S 2 ; 2 ). Se v eral unit cells can be strung to- gether in series so as to synthesize high resolution output v oltages. A comparati v e study with detailed operating modes for both 5-le v el symmetric and 7-le v el asymmetric configurations has already done in [16], so it will not be discussed further e xcept for some reminiscent results required when designing the generalized structure. Figure 1. Proposed generalized three-phase multile v el po wer in v erter topology . Basic unit cell is shaded in which bidirectional switches are illustrated by tw o back-to-back N-channel po wer MOSFETs The focus of the present w ork w as mainly dri v en to w ard grid-connected MLIs for rene w able ener gy inte gration. Asymmetric nature of the discrete DC sources w ould be of great benefit in enhancing po wer quality required by the grid code. In each cell, a binary v oltage ratio w as used ( i.e . , r = V 2 =V 1 = 2 ) and for the sak e of ef ficienc y , bidirectional switches were made of tw o back-to-back N-channel po wer MOSFETs. T w o aspects of importance should be at the forefront when designing MLI topologies: total standing v oltage (TSV) and total acti v e switches (T AS). The former is defined as the sum of the highest v oltage stress Int J Po w Elec & Dri Syst, V ol. 12, No. 4, December 2021 : 2349 2357 Evaluation Warning : The document was created with Spire.PDF for Python.
Int J Po w Elec & Dri Syst ISSN: 2088-8694 r 2351 across each po wer switch while the latter is the total number of conducting MOSFETs o v er one time period: TSV = 4( V 1 + V 2 ) + 2 V 2 = 16 V 1 T AS = 32 MOSFETs : (1) 2.2. Extended MDCS-CMLI structur e The basic unit cell within the generalized structure of Figure 1 can be e xtended in tw o dif ferent w ays according to the parity of the k number of DC v oltage sources. F or each phase, e v ery unit cell is connected together in series so as to generate high-resolution output w a v eforms by virtue of arithmetic combinations of the DC po wer sources where their p.u. magnitudes V k feature septenary configurations as follo ws: 8 m 2 N ; V k =V 1 = ( 7 ( k 1) = 2 ; k = 2 m 1 2 (7 k = 2 1 ) ; k = 2 m; (2) where m represents the number of basic unit cells being connected. In order to b uild up all the a v ailable n le v els and guarantee e v ery time that an y of the 2 m DC v oltage sources will ne v er be short-circuited, then the follo wing general rule should be applied: S i;j = f 0 ; 1 g 2 m Y j =1 3 X i =1 S i;j = 1 ; (3) S i;j correspond to the enhancement-mode NMOS, so ‘0’ and ‘1’ denote, respecti v ely , the OFF- and ON-state. In addition, the a v ailable switch combinations for the generalized single-phase MLI are tab ulated in T able 1. T able 1. Switching combinations of the generalized single-phase MLI under asymmetric operation P E R - U N I T O U T P U T V O L T A G E L E V E L S ( V k =V 1 ) 1 7 m 2 24 10 3 2 1 0 +1 +2 +3 +10 +24 7 m 1 2 S 1 ; 1 ON ON ON ON OFF ON ON OFF OFF OFF OFF OFF OFF S 1 ; 2 OFF OFF OFF OFF OFF OFF ON ON OFF ON ON ON ON S 1 ; 3 ON ON ON ON ON ON ON ON ON ON OFF OFF OFF S 1 ; 4 OFF OFF OFF ON ON ON ON ON ON ON ON ON ON . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . S 1 ; 2 m 1 ON ON ON ON ON ON ON ON ON ON ON ON OFF S 1 ; 2 m OFF ON ON ON ON ON ON ON ON ON ON ON ON S 2 ; 1 OFF OFF OFF OFF ON OFF OFF ON OFF OFF OFF OFF OFF S 2 ; 2 OFF OFF OFF OFF OFF ON OFF OFF ON OFF OFF OFF OFF S 2 ; 3 OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF ON OFF OFF S 2 ; 4 OFF OFF ON OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . S 2 ; 2 m 1 OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF S 2 ; 2 m OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF S 3 ; 1 OFF OFF OFF OFF OFF OFF OFF OFF ON ON ON ON ON S 3 ; 2 ON ON ON ON ON OFF OFF OFF OFF OFF OFF OFF OFF S 3 ; 3 OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF ON ON S 3 ; 4 ON ON OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . S 3 ; 2 m 1 OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF ON S 3 ; 2 m ON OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF OFF Depending on the parity of k number of DC v oltage sources, the equations of the number of switches ( N sw ), g ate dri v ers ( N g d ) and total standing v oltage ( TSV ) for the proposed n -le v el po wer in v erter are gi v en Low switc hing fr equency modulation for g ener alized thr ee-phase multile vel in verter s... (Mohammed Setti) Evaluation Warning : The document was created with Spire.PDF for Python.
2352 r ISSN: 2088-8694 as sho wn in: 8 m 2 N j k = 2 m; 8 m 2 N j k = 2 m 1 ; n = 7 k = 2 N sw = 8 log 7 ( n ) N g d = 6 log 7 ( n ) TSV = P k i =1 16 V i = 3 = 8( n 1) V 1 = 3 : n = 3 (7 ( k 1) = 2 ) N sw = 8 log 7 ( n= 3) + 4 N g d = 6 log 7 ( n= 3) + 4 TSV = P k 1 i =1 16 V i = 3 + 4 V k = (20 n 24) V 1 = 9 : (4) It is w orth noting that the use of the last tw o bidirectional po wer switches ( i.e . , S 2 ; 2 m 1 and S 2 ; 2 m , m 2 ) is not justified when k is odd; only unidirectional are needed. F u r thermore, and in order to estimate the o v erall cost-per -le v el in v olv ed in creating an n -le v el in v erter structure, the cost function $( n; ) is tak en into consideration with the assumption that all the switches in use share the same po wer rating [17], [18]. Depending on its v alues (greater or less than unity), the weight coef ficient is used to emphasize either the TSV pu or the total number of required electric components: $( n; ) = ( N sw + N g d + [ N c + N d ] + TSV pu ) n 1 k ; (5) where the per -unit TSV is defined as: TSV pu = TSV = P k i =1 V i . Ho we v er , topologies with po wer diodes N d and/or electrolytic capacitors N c are not considered here since the y are generally lossy and/or b ulk y . 2.3. Comparati v e study with r ecent MDCS-CMLIs A comparati v e study of some cutting-edge MDCS-CMLIs is performed in order to sho w the m erits of the proposed structure [19]-[22]. T ypically , the n is limited to 50 le v els, which w ould be f ar enough for an y grid-tied applica tions tar geting either single- or three-phase in v erters. As can be seen from Figure 2, the proposed topology requires the least number of k ( n ) DC sources with moderate N sw ( n ) , N g d ( n ) and p.u. TSV ( n ) , resulting in the lo west cost function $( n; ) for both cases ( i.e . , 1 and > 1 ) re g ardless the parity of k . Figure 2. Comparison of the proposed asymmetric topology to some state-of-the-art MDCS-CMLIs 3. PR OPOSED CONTR OL STRA TEGIES FOR GRID-TIED MLI T OPOLOGIES 3.1. Mathematical f ormulation of the pr oposed MLI output v oltage wa v ef orm The output v oltage w a v eform of the proposed in v erter dri v en by an NLC modulation is similar to a staircase sine w a v e function with equal riser ( r = 2 ), and because of its odd quarter -w a v e symmetry property , the general form of the F ourier coef ficient b h is simplified as sho wn in with a h = b 2 h = 0 for all harmonics h : b h = 4 V 1 Z 2 1 sin h d + Z 3 2 r sin h d + Z 4 3 ( r + 1) sin h d + + Z = 2 n 1 2 ( r + 1) log 7 ( n ) X m =2 (7 m 1 + 1) sin h d (6) Int J Po w Elec & Dri Syst, V ol. 12, No. 4, December 2021 : 2349 2357 Evaluation Warning : The document was created with Spire.PDF for Python.
Int J Po w Elec & Dri Syst ISSN: 2088-8694 r 2353 The fourier series of the phase v oltage v ( ! t ) can then be written as a function of the v oltage ratio r and the switching angles i : v ( ! t ) = 1 X h =1 b h sin h! t = 4 V 1 h 1 X h =1 cos h 1 + ( r 1) cos h 2 + cos h 3 + (5 2 r ) cos h 4 + cos h 5 + ( r 1) cos h 6 + + cos h ( n 1) = 2 sin h! t ( h : odd harmonics ) (7) where i is defined by (8), taking into account the number of a v ailable le v els n and the thresholds i . The introduction of the latter paramet ers allo ws to distinguish tw o operating modes re g arding the symmetry or asymmetry of the thresholds in which the magnitudes of i are, respecti v ely , equal or not necessarily equal. Thus, con v entional NLC modulation can be re-established simply by setting all symmetrical thresholds to 1. 8 i 2 f 1 ; 2 ; : : : ; ( n 1) = 2 g 9 2 R ( n 1) = 2 + : 0 1 2 ; : : : ; i = arcsin 2 i ( i 0 : 5) n 1 2 (8) The generalized form of the modulation inde x m a ( r ; ) is gi v en is being as: m a ( r ; ) , ^ v ; 1 max( ^ v ; 1 ) = ^ v ; 1 ( r ; ) 2( n + 2 r 5) V 1 (9) where ^ v ; 1 ( r ; ) and max( ^ v ; 1 ) represent, respecti v ely , the amplitude of the fundamental component of v ( ! t ) and its maximum by which all i are zeroed out. 3.2. Constrained optimization pr oblem f or grid-tied applications Po wer quality grid codes usually specify an upper limit L h for each specific h a rmonic h and indicate the maximum accepted distortion which, con v entionally , considers all harmonics up to the 40th. F or instance, the signal quality requirements of both the European and the International grid codes, namely EN 50160 and IEC 61000-2-12, are tab ulated in T able 2, where the limited v oltage THD is set to 8%. It is w orth noting that the maximum harmonic orders required by EN 50160 and IEC 61000-2-12 are 25th and 50th, respecti v ely [23], [24]. T able 2. Indi vidual harmonic limits according to codes EN 50160 and IEC 61000-2-12 in MV netw orks EN 50160 ( h 25) O D D H A R M O N I C S ( Non-multiple of 3 ) O D D H A R M O N I C S ( Multiple of 3 ) E V E N H A R M O N I C S h L h (%) h L h (%) h L h (%) 5 6 3 5 2 2 7 5 9 1.5 4 1 11 3.5 15 0.5 6 0.5 13 3 21 0.5 17 2 19 1.5 IEC 61000-2-12 ( h 50) O D D H A R M O N I C S ( Non-multiple of 3 ) O D D H A R M O N I C S ( Multiple of 3 ) E V E N H A R M O N I C S h L h (%) h L h (%) h L h (%) 5 6 3 5 2 2 7 5 9 1.5 4 1 11 3.5 15 0.4 6 0.5 13 3 21 0.3 8 0.5 17 2 27 0.2 10 0.5 19 38.59 =h 0.27 12 2.5 =h + 0.25 T o seek t he appropriate v oltage ratio r and all the thresholds i ( i.e . , the switching angles i ) that w ould ha v e compliance with the aforementioned quality grid re gulations, a constrained o pt imization problem whose cost function CF( r ; ) is formulated is being as: CF( r ; ) CF( r ; 1 ; 2 ; 3 ; : : : ; ( n 1) = 2 ) = min r ; THD 40 v ` ( ! t ) s:t: 8 > > > > > > > > > < > > > > > > > > > : " f ^ v `; 1 ( r ; ) 2 p 3 V 1 ( n + 2 r 5) m a ( r ; ) (1 ) L h 4 p 3 V 1 h ^ v `; 1 ( r ; ) cos h 1 + ( r 1) cos h 2 + cos h 3 + + cos h ( n 1) = 2 8% THD 40 v ` ( ! t ) = v u u t 37 X h =5 ; 7 ;::: ^ v 2 `;h ( r ; ) ^ v 2 `; 1 ( r ; ) (10) Low switc hing fr equency modulation for g ener alized thr ee-phase multile vel in verter s... (Mohammed Setti) Evaluation Warning : The document was created with Spire.PDF for Python.
2354 r ISSN: 2088-8694 where is a safety mar gin; v ` and v `;h are, respecti v ely , the line-to-line output v oltage and its specific non- triplen odd harmonics under three-phase balanced condition. The y are interrelated and can be written as sho wn in: v ` ( ! t ) = p 3 1 X h =1 b h cos( h! t + ' h ) = 1 X h =1 v `;h ( r ; ) ( h : non-triplen odd harmonics ) (11) 3.3. Assessment and implementation of the pr oposed modulation technique MLIs with higher number of le v els are more lik ely to meet grid quality requirements. Ho we v er , the y significantly suf fer from lo w po wer ef ficienc y , b ulk y footprint, high cost and comple x design and control. F or instance, the proposed in v erter structure with 21 l e v el s may be emplo yed, b ut instead it w ould be more advisable to use that with 7 le v els tuned by a small passi v e filter since the number of po wer switches N sw ( n ) , DC sources k ( n ) and TSV ( n ) are reduced by f actors of 1.75, 2, and 2.75, respecti v ely . Figure 3 depicts the inte gration of the proposed 7-le v el po wer in v erter into the medium-v oltage (MV) po wer distrib ution system. P S f r a g r e p l a c e m e n t s C f L f L f L g P O W E R I N V E R T E R L C L - F I L T E R P C C L O A D ( Z ` ) L I N E F R E Q . T R A N S F O . S W G R I D ( 2 0 / 2 2 k V ) Figure 3. Inte gration of the proposed 7-le v el po wer in v erter into medium-v oltage po wer distrib ution netw orks Henceforth, all the abo v e generalized equations are called to deal with only one symmetrical threshold under -NLC S modulation or with three asymmetrical thresholds under -NLC A . The domain of each of these thresholds depend upon the definition gi v en by (8), where in the first case 2 [0 ; 1 : 2] and in the second case 1 2 [0 ; 6] , 2 2 [0 ; 2] and 3 2 [0 ; 1 : 2] such that 1 3 2 5 3 . The major hindrance of solving the constrained optimization problem arises from the challenge of e xploring a wide search space in order to locate feasible solutions f i ; r g that gi v e best harmonic profiles of the output v oltage. So, with the intention to enhance the solutions quali ty and speed up the processing time of the used e v olutionary algorithm, only potential feasible solutions with THD 40 8% are k ept and then plotted in Figures 4 (a) and (b) for both - NLC S and -NLC A modulation strate gies, respecti v ely . Moreo v er , it can be seen in Figure 4 (c) that MLIs dri v en by con v entional NLC ( = 1 ) are out of the allo wed range and those with binary configuration ( r = 2 ) e xhibit the lo west THD. The last result has already been demonstrated in [25]. Figure 4. Potential feasible solutions to the constrained optimization problem under: (a) -NLC S and (b) -NLC A (with r = 2 ) modulations. (c) Best harmonic performance with respect to v oltage ratio r Int J Po w Elec & Dri Syst, V ol. 12, No. 4, December 2021 : 2349 2357 Evaluation Warning : The document was created with Spire.PDF for Python.
Int J Po w Elec & Dri Syst ISSN: 2088-8694 r 2355 In consequence, the binary configuration is chosen which additionally narro w do wn the search space. The best possible solutions f i g to the non-linear constrained optimization problem of (11) are determined using an implementation of PSO in Python. The v alidation is done by the algorithm of Figure 5 under SIMULINK. Figure 6 plots the modulating signals, phase- and line-output v oltages under con v entional, sym- metrical and asymmetrical NLC modulations, whereas Figure 7 indicates, side-by-side, the harmonic contents of the respecti v e line-output v oltages along with the limits imposed by European and International Grid Codes. Noticeable enhancements in terms of harmonic distortion are directly obtained by the proposed -NLC S and -NLC A modulations, particularl y the THD reductions are of about 34% and 43% with respect to the con v en- tional NLC when tar geti ng full EN 50160 compliance with 10% of safety mar gin, and about 30% and 41% when tar geting IEC 61000-2-12 Grid Code. It is w orth to mention that all the lo wer order harmonics are can- celed out whereas fe w of those with higher order can be mitig ated by introducing small lo w-pass filters. These results are summarized within T able 3 in which best feasible solutions are recorded. Figure 5. NLC-based algorithm for the implementation of the proposed 7-le v el modulation schemes Figure 6. Modulating signals, phase-and line-output v oltages using NLC, -NLC S and -NLC A modulations Figure 7. Harmonic contents of the line-output v oltages using NLC, -NLC S and -NLC A modulations Low switc hing fr equency modulation for g ener alized thr ee-phase multile vel in verter s... (Mohammed Setti) Evaluation Warning : The document was created with Spire.PDF for Python.
2356 r ISSN: 2088-8694 T able 3. Salient results of the proposed modulation schemes under some best feasible solutions M O D U L A T I O N T H R E S H O L D S T H D G R I D C O D E C O M P L I A N C E N O T E S S C H E M E 1 2 3 (%) EN 50160 IEC 61000-2-12 ( Remaining harmonics ) Con v . NLC 1.00 1.00 1.00 8.81 No No 13th–19th, 25th, 29th, 35th–41st -NLC S 0.55 0.55 0.55 5.83 Y es y N/A y Safety mar gin = 10% 0.52 0.52 0.52 6.17 Y es No 31st, 35th and 37th -NLC A 0.61 0.56 0.68 5.01 Y es y N/A y Safety mar gin = 10% 0.52 0.55 0.68 5.15 Y es No 35th and 37th 4. CONCLUSION In this article, a generalized three-phase cascaded mult ile v el in v erter topology with reduced po wer switching de vices w as presented. The asymmetric nature of its odd/e v en DC po wer sources featuring a septe- nary relationship in v oltage magnitude allo ws to synthesize high-resolution output w a v eforms. Subsequently , comparison to some of the cutting-edge MDCS-CMLIs were carried out. It has sho wn that the proposed struc- ture accomplishes the lo west cost-per -le v el within all le v els re g ardless the v alue of the weight coef ficient . Moreo v er , a ne w NLC-based modulation strate gy w as suggested with a tw ofold aim: firstly , to comply with tw o European and International po wer quality grid codes, respecti v ely , EN 50160 and IEC 61000-2-12; and secondly , to pro vide an alternati v e pathw ay to o v ercome the intrinsic dra wbacks inherited from SHE/SHM techniques. The obtained results within SIMULINK FFT analysis tool clearly demonstrated the outperfor - mance of the proposed modulation with (a) symmetrical thresholds i o v er the con v entional NLC, in which the optim al feasible solutions i to the constrained optimization problem w as determined by a bio-inspired algorithm ( e .g . , PSO) described in p ython programming language. REFERENCES [1] K. K. Gupta, A. Ranjan, P . Bhatnag ar , L. K. Sahu, and S. 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