Alleviation of Nonlinear Impact Using PAPR Hybrid Technique in CO-OFDM Systems
Volume 4, Issue 6, Page No 423–429, 2019
Adv. Sci. Technol. Eng. Syst. J. 4(6), 423–429 (2019);
DOI: 10.25046/aj040653
Keywords: CO-OFDM, PAPR, BER, EVM, QF, CD, PMD, Nonlinear
Orthogonal Frequency Division Multiplexing (OFDM) is a modulation format that has recently attracted lots of consideration interior the long-haul fiber-optic transmission community. The most important advantage of optical OOFDM is its unlimited capability of canceling Inter-Symbol Interference (ISI) caused by Chromatic Dispersion (CD) and Polarization-Mode Dispersion (PMD). Specifically, Coherent OOFDM (CO-OFDM) presents a good and effective modulation method in modern optical communication systems. However, due to its high Peak to Average Power Ratio (PAPR), the performance of CO-OFDM is affected by nonlinear impairments. In this paper, we propose a new joint nonlinear technique; L3-by-3; with a distortion technique; clip-ping; that bypass the requirement for the use of any side information (SI) to minimize the high PAPR value of the transmitted signal and consequently improve various fiber nonlinear impacts through PAPR reduction. The simulation results reveal dependable and excellent signal recapture at the receiver and an effectively minimized PAPR level at the sender side.
1. Introduction
Because of the advantages and qualities of the OFDM system such as high spectral efficiency, this has led to its use in different modern communication applications. Furthermore, it is worthwhile noting that many authors have made the OFDM the first candidate for use in high-speed communications applications and high data rate systems. [1]. The OOFDM system is rated depending on the application in which it is used into two types, the first type is called Direct Detection OOFDM(DD), where a single photodiode is utilized for detection in the receiver.The second type is called Coherent Detection OOFDM (CO-OFDM) Which utilized an optical mixing is employed with a Local Oscillator (LO) in a coherent optical receiver. [2, 3]. The optical transmission system suffers from several disadvantages , especially when using a higher order of mapping M-PSK or M-QAM, where (M) is the order of mapping. these impairments have been discussed in many studies and articles and are classified as linear and non-linear. [4]. Nevertheless, coherent systems that utilizing Digital Signal Processing (DSPs) permits the compensation of system weakness. In addition, there are many ways to process the signal and compensate the impairments. Some of these processes are used in the receiving transmitter side, some of them employed in the optical channel, while the others are used in the receiver side.
The synchronization and balance method is an example of the methods used to compensate impairments in the optical channel as demonstrated in [5, 6]. Moreover, there are other methods that can be utilized to compensate the impairments that have occurred to the signal in the optical channel, such as Optical Phase Conjugate (OPC) to reduce nonlinearity, and Dispersion Compensated Fiber (DCF) to mitigate the impact of CD on the signal [7, 8]. Additionally, some methods that based on DSP are utilized in the transmitter side, such as phase-conjugated twin wave method [5], where some of such methods depend on diminishing the Peak to Average Power Ratio (PAPR) of the transmitted signal. A worthy reduction can also be gained when using one of these techniques, such as Selective Mapping (SLM) [6], Partial Transmit Sequence (PTS) [7], and non-linear transforms [8].
In this paper, the primary objective is to mitigate the impact of phase noise and nonlinearity in a CO-OFDM system employing 4QAM and 16QAM modulation through PAPR reduction in the system using the VPI software. The novel contribution of this article the use of the nonlinear method; L3by3; joined with the clipping distortion technique; for the first time in order to produce a new combining technique to lessen the nonlinear impact through PAPR reduction for two modulation order with 10 Gbps bitrate.
2. CO-OFDM System Principle
In general, the concept behind OFDM is that one stream with high data rate is converted into different streams with lower data rates. It has been evince that these streams can be sent in parallel, offering more extensive symbol periods than single bearer style. Moreover, in OFDM these parallel streams are modulated by using one type of modulation such as, QAM, BPSK, and QPSK. [9]. The main factor behind the use of OFDM In modern radio norms is the high spectral efficiency that provides due to the presence of subcarriers which are orthogonal to each other. Because of its normal flexibility to reduce the impacts of chromatic dispersion [2]. Although the CO_OFDM system It is complex in design from the transmitter side but provides spectral efficiency, future sensitivity and immunity to polarization dispersion. CO_OFDM system divides into five sections: Radio Frequency (RF) OFDM transmitter, optical transmitter, optical channel, optical receiver and RF receiver. Figure 1 shows the primary sections of a CO-OFDM system.
Figure 1 CO-OFDM system Block Diagram
In the transmitter, a serial binary data flow is obtained from a Pseudo-Random Binary Sequence generator (PRBS) and mapped into symbols using QAM mapping. In this study 4 and 16-QAM orders are considered where every two adjusted bits are mapped into one symbol in the case of 4-QAM, while in 16-QAM each symbol contains 4 bits. The serial data stream is converted to a parallel form before being passed to the Inverse Fast Fourier Transform (IFFT) block. In IFFT the block of data is transformed from the frequency domain into the time domain, and a cyclic prefix (CP) is added at the beginning of each time-domain OFDM symbol to eliminate Inter-Carrier Interference (ICI) and Inter-Symbol Interference (ISI) at the receiver. Afterward, the signal is converted from a parallel to a serial form (P/S) to send through the optical channel. The optical part of the system consists of an IQ modulator block which contains two Mach-Zehnder Modulators (MZMs) with a continuous wave (CW) laser that are utilized to up-converter the real/imaginary components of the signal, from the radio frequency(RF) domain to the optical domain.
In order to obtain the optical modulated signal, the signals that come from the two branches which have a phase difference of 90 are combined [10]. The subsequent part of the system is the fiber optic channel, which contains three processes: (i) Standard Single Mode Fiber (SMF) using to send optical signal.; (ii) compensating the dispersion in the optical channel using a Dispersion Compensating Fiber (DCF), where, the DCF, which is treated as a special kind of fiber optic that has a considerable negative dispersion, is used after the standard SMF [11] and (iii) amplifying the strength of signals being carried through the fiber optic channel using an Erbium-Doped Fiber Amplifier (EDFA) as well as compensating the attenuation induced by the optical fiber. The third part of the system is the receiver, which contains a coherent reveal block with laser used as a local oscillator, which is used to convert the optical signal to an RF signal. The coherent receiver can convert an optical-signal to a baseband electrical signal, where the 90° phase difference between the I and Q components is generated by optical hybrids and producing a phase shift equals of 180° among balanced detection. The final part of the system is the OFDM decoder, which consists of a serial to parallel converter, where data is converted from a serial into a parallel form, removing CP and executing a Fast Fourier Transform (FFT). To retrieve the transmitted information, the FFT is first used to turn the signal into the frequency domain. The outgoing data from the FFT is then switched to a sequential order to perform the de-modulation process and obtained the original data. The OFDM signal is involve of a substantial number of subcarriers. the addition of the power of (N) subcarriers that have the same phase will give top power (N) by the normal power. However, a huge PAPR increases the Nonlinear (FNL) impairments, which diminish the performance of the optical system. the OFDM consist of (N) data sequences of vector U(Uk (k=0,1,.., N-1)), which will be sent in side by side. One OFDM data symbol is:
where fk is the subcarriers frequency spacing, Uk is the kth information symbol vector and u(t) is the baseband time domain OFDM signal after IFFT. the PAPR is relies upon the input information. As such, PAPR can be computed by finding the ratio between the peak power to the average power of the signal [12]. The equation of PAPR can then be written as:
where E[|()|2] is the average power of the OFDM. The Cumulative Distribution Function (CDF) is the most frequently utilized parameters, and is utilized to gauge the performance of any PAPR technique. Regularly, the complementary cumulative distribution function (CCDF) is used when PAPR value exceeds the threshold. To find the probability that PAPR of an OFDM signal exceeds the threshold (p0), assume the following complementary cumulative distribution function (CCDF) for non- overlapping sampling;
3. Proposed Technique
Generally, the nonlinear method L3-by-3 was first discussed in [14] for wireless OFDM system. This method is based on the Sliding Norm Transform (SNT) based PAPR reduction method [15]. Here, we propose, for the first time, using a combination of clipping and L3by3 in CO-OFDM system. Let x be a real vector with N samples, x=(x1,x2,x3,….,xN).The sliding norm transformer that can be used in the transmitter side is then defined as follows:
The parameter (α) adjusts the PAPR of the transformed output. In other words, different values for PAPR can be obtained by changing α value, which indicates the possibility of setting a value of PAPR by selecting the optimum value of α. The L3by3 transformer technique effectively lowers the PAPR of the CO-OFDM signals when compared with other techniques. The process of restoring x signals samples at the receiving end is done using the following Equation:
where sign(0) is the Signum function. It can be noted that from Equation (5) data at the receiver can be recovered and the transmitted information can be obtained. The proposed hybrid technique is a combination between the clipping method and the L3-by-3 method and can be described by:
where C(yn) is the clipping signal, and A is a predetermined clipping level that can be defined as:
where Pin represents the mean input power of the OFDM signals, and CR is the clipping ratio. The principle of clipping technique is based on setting the maximum value of the input signal to a predetermined value if exceeded it will be clipped, otherwise, the input signal is transmitted without any change. In general, the clipping ratio is used to determine the level of clipping. More specifically, the clipping method is considered as a non-linear process that causes (in & out) band distortion. In other words, the out-band distortion causes spectral extension and can be taken away by filtering out the signal after clipping. On the other hand, the in-band distortion limits the Bit Error Rate (BER) and can be disposed of by performing clipping with the adequately oversampled OFDM signals (e.g., L ≥4 where L is the oversample factor), resulting in a less degraded BER performance. To achieve an excellent PAPR performance, the L3by3 technique is combined with the clipping technique, where despite the increase in the BER of the system due to the clipping technique such an adverse of in-band distortion impact is eliminated, through the L3by3 technique, which reduces the number of signals exceeding the threshold value.
4. System Setup and Simulation Results
This section introduces the simulation of a CO-OFDM system with PAPR reduction using the VPI Transmission- Maker and MATLAB software packages. The global parameters set for the simulations and their values are presented in the Table (1).
| Table1. The CO-OFDM system Simulation parameters | ||
| General parameters | ||
| Bit-rate | 10Gbps | |
| Sample-rate | 40Gbps | |
| Sequence-length | 8192 | |
| Samples-per-bit | 2-bit | |
| Mapping order | 4QAM,16QAM | |
| OFDM-parameters | ||
| Sub-carriers | 128 | |
| Cyclic-prefix | 1/8 | |
| CW Laser & Local Oscillator | ||
| Carrier freq. | 193.1THz | |
| Power in dBm | 5dBm | |
| Line-width | 0.1MHz | |
| SMF&DCF | ||
| SMF length in km | 50km | |
| DCF length in km | 5km | |
| Number of loops | 10 | |
| DCF attenuation | 0.5dB/km | |
| DCF dispersion | -160ps/nm/km | |
| SMF dispersion | 16ps/nm/km | |
| SMF attenuation | 0.2dB/km | |
| Optical Amplifier DFA | ||
| Gain | 13dB | |
| Noise Figure | 4dB | |
| Α | 0.2 | |
The OFDM signal generation and PAPR reduction were performed using MATLAB interfaced with VPI using the MATLAB Co-Simulation features, as shown in Figure (2).
First of all, referring to Equation (4) the control parameter α investigated for L3by3 for the 4-QAM and 16-QAM mapping orders. Table (2) shows the results obtained for PAPR at different values of α. The results show that α is directly proportional to PAPR. In other words, as α values change from 0 to 1, the value of PAPR increases, where the lowest PAPR value is obtained when the value of α is 0.1.
Table 2 PAPR values for different values of α
| PAPR value in dB at probability of 10-4 | |||||||
| original | 4QAM | 11.5 | |||||
| 16QAM | 11.2 | ||||||
| α | 0.1 | 0.2 | 0.4 | 0.6 | 0.8 | 1 | |
| L3by3 | 4QAM | 6.35 | 7.75 | 8.4 | 9.1 | 9.4 | 10.1 |
| 16QAM | 6.75 | 7.6 | 8.5 | 9 | 9.55 | 10.2 | |
Figure 3 (a) and (b) plot the CCDF as a function of PARP of the original signal without using any reduction technique for PAPR ; the CCDF when using a clipping for the signal at a clipping level 0.6, the CCDF when using L3by3 at α = 0.1; and the proposed hybrid technique for 4-QAM and 16-QAM optical OFDM signals, respectively.
Figure 3 A comparison of the CCDF vs. PAPR performance of a CO-OFDM system using a variety of techniques
Table 3 summarizes the results of PAPR reduction using the proposed technique at CCDF probability values of 10−4.
Table 3 PAPR for the proposed technique at CCDF probability 10-4
| PAPR Value in dB at Probability 10-4 | ||||
| original | clipping | L3by3 | L3by3+clip | |
| 4QAM | 11.9 | 0.6 | 3.6 | 4.35 |
| 16QAM | 11.9 | 0.95 | 3.5 | 4.5 |
The table shows the efficiency of the proposed hybrid method in reducing the PAPR compared to using the L3by3 method and the clipping method separately. In addition, the suggested method has been compared with the other methods used to reduce PAPR in terms of their effectiveness in PAPR reduction as in table(4).
Table 4 Comparison between the suggested method and other PAPR reduction methods
| PAPR Value in dB at Probability 10-4 | ||||
| Method | original | Hybrid | Reduction | Mapping |
| IPTS+CF[16] | 10.5 | 7.32 | 3.18 | QPSK |
| IPTS+MCF[16] | 10.5 | 6.18 | 4.32 | QPSK |
| Hadamard+m-law[17] | 13.4 | 11.4 | 2 | QPSK |
| L3by3+clipping | 11.9 | 7.55 | 4.35 | QAM |
To check the efficiency and effects of the PAPR reduction on the system when changing distance, Figures (4) and (5) illustrate distance vs. Quality Factor (QF) and BER vs. distance respectively, for the system without using any technique to reduce PAPR ; for the system using the L3by3 ; and for the system using the proposed hybrid method. From figures, it is possible to deduce that the suggested hybrid method improves the QF and the BER for the system, where the results obtained for these parameters in the case of the hybrid method are better than those of the original system and those of system employing the L3by3 method. Table (5) summarizes the results obtained for QF from Figure (4).
As can be noted from Figure 4, the QF for the conventional CO-OFDM is good as well as the QF for both schemes at low distances (i.e. < 250 km), due to the reduction of the effect of chromatic dispersion as well as attenuation due to the presence of DCF that eliminates the effect of dispersion as well as the EDFA which minimizes the impact of attenuation. However, when we increase the launch power of the signal the distance will increases, thus increasing the nonlinear effects due to the Kerr effect, which reduces the performance of the system. As such for a larger distance (i.e. > 250 km), the proposed scheme outperforms the L3by3 method and the traditional CO-OFDM as it has the lowest PAPR, which reduces the fiber nonlinearity caused by the Kerr effect compared to the other two schemes (see Figure 3).
Figure 4 QF vs. distance for (a) 4-QAM and (b) 16-QAM
Table.5. QF for CO-OFDM at different distances using different PAPR reduction techniques
| Quality Factor in dB | ||||
| Distance [km] | Mapping | Original | L3by3 | Hybrid |
| 275 | 4QAM | 13.7 | 14.4 | 15.2 |
| 16QAM | 13 | 13.7 | 14.5 | |
| 550 | 4QAM | 6.9 | 8 | 10.5 |
| 16QAM | 5.8 | 7.2 | 9.6 | |
The 4-QAM and 16-QAM constellation points for the three aforementioned schemes presented in Table 5 show the QF improvement when the proposed scheme is considered compared to the other two schemes. For example, a QF improvement of 1.5 dB and 0.8 dB is obtained for the proposed scheme compared to the traditional CO-OFDM and L3by3 schemes, respectively, when 4-QAM is considered as a modulation order at a distance of 257 km. The table also illustrates that increasing the distance to 550 km for the same modulation order (i.e. 4-QAM) results in a 4.5 dB and 2.4 dB QF improvement for the proposed scheme compared to the traditional CO-OFDM and the L3by3 schemes, respectively.
Figure 5 shows the received constellation points of the traditional CO-OFDM, as well as the L3by3 and the proposed hybrid schemes. As illustrate in Figure 5 (a) for the 4-QAM mapping order, it is shown that an excellent constellation diagram for the original system (i.e. CO-OFDM) is obtained for the short fiber length with excellent QF. However, the 4-QAM constellation points of this scheme becomes worse for long fiber distances, as its QF becomes low. In the case of the L3by3 and the proposed Hybrid method, the performance remains good with increased distances, where a good quality factor can be obtained for up to 550 km for the system with the L3by3 method, and for up to 660 km for the system with the proposed Hybrid technique.
Additionally, Figure 5 (b) shows the constellation points of 16-QAM with and without the use of the L3by3 method and the proposed Hybrid method. The figure shows that the constellation points of the traditional CO-OFDM system is excellent for low fiber distances, but with increasing the distance, the signal power must be increased, which means increasing the nonlinearity and degradation of the system’s quality factor. However, if PAPR reduction methods are used, the negative effect of the nonlinearity on the system performance is reduced and consequently the quality factor is improved, thus allowing increasing the transmission distance to 55 km in case of using the L3by3 method, and up to 100 km in case of using the proposed Hybrid method.
Figure (6) shows the relationship between BER and distance for the 4-QAM and 16-QAM systems. For the system with 4-QAM mapping order, a distance increase of more than 120 km and 95km is achieved for the proposed Hybrid and the L3by3 method, respectively, compared to the original system. As for the system with the 16-QAM mapping order, a distance increase of more than 105 km and 65 km is achieved for the suggested Hybrid and the L3by3 method, respectively, compared to the original system.
Figure 5 (a) 4-QAM Constellation diagrams of traditional CO-OFDM, L3by3and the proposed hybrid schemes at Different distance for 4-QAM
Figure 5 (b) 16-QAM Constellation diagrams of traditional CO-OFDM, L3by3and the proposed hybrid schemes at different distance for 4-QAM
Additionally, to examine the efficiency of the suggested Hybrid technique, the received power (RxP) and BER for the system with and without PAPR reduction techniques has been simulated. Figure (7) shows the results for the traditional system, the system with the L3by3 technique and the system with the proposed Hybrid technique at a distance of 550 km and launched laser power of 5 dBm. As shown in the figure, the best receiver sensitivity is obtained for the system with the Hybrid technique. Moreover, the figure demonstrates that the eye- opening of the system with the suggested combination technique is superior to the eye-opening in the case of using the L3by3 method or in the case of the primary system.
Figure 7 BER vs. received power at 550km for 4-QAM mapping order
Finally, Figure (8) shows the BER vs. OSNR for the traditional system, the system with the L3by3 method, and the system with suggested Hybrid reduction technique for PAPR at a distance of 550km and for 4-QAM and 16-QAM modulation orders. The results obtained show that when the value of the OSNR increases, the BER decreases.
Figure 8 OSNR vs. BER for (a) 4-QAM-(left), (b) 16-QAM-(right) at 550km
Table (6) provides a performance summary based on the BER vs. OSNR results for the 16-QAM and 4-QAMTable.
Table.6 Received OSNR for 4-QAM and 16-QAM at a distance of 550km and BER of 10-3
| OSNR in dB at 550km | |||
| original | L3by3 | Hybrid | |
| 4 QAM | 10 | 8.5 | 8 |
| 16 QAM | 10.5 | 9 | 8.2 |
5. Conclusion
In this paper, an efficient and new hybrid method was proposed for PAPR reduction in CO-OFDM systems to lessen the impact of nonlinear effects and enhance the system performance. Both CO-OFDM with and without the proposed method were modeled using the VPI Transmission-Maker 9.5 and MATLAB software packages. The proposed scheme was shown to be an effective technique in reducing the PAPR. Furthermore, the scheme has low implementation complexity and no constraint on the system parameters because it does not need to send side information to the receiver. In addition, the results showed that the hybrid scheme can reduce the PAPR of the CO- OFDM by 4.35 dB and 4.5 dB for 4-QAM and 16-QAM mapping orders, respectively. The hybrid scheme also achieved better QF and BER performance compared to the L3by3 and traditional schemes.
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- Shahnaj Parvin, Liton Jude Rozario, Md. Ezharul Islam, "Vehicle Number Plate Detection and Recognition Techniques: A Review", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 2, pp. 423–438, 2021. doi: 10.25046/aj060249
- Erick Fernando, Meyliana Meyliana, Harco Leslie Hendric Spits Warnars, Edi Abdurachman, Surjandy Surjandy, "Blockchain Technology-Based Good Distribution Practice Model of Pharmacy Industry in Indonesia", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 2, pp. 267–273, 2021. doi: 10.25046/aj060230
- Zarina Din, Dian Indrayani Jambari, Maryati Mohd Yusof, Jamaiah Yahaya, "Challenges in IoT Technology Adoption into Information System Security Management of Smart Cities: A Review", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 2, pp. 99–112, 2021. doi: 10.25046/aj060213
- Zeinab Fneish, Hussam Ayad, Moncef Kadi, Jalal Jomaa, Ghaleb Faour, "Curved Pyramidal Metamaterial Absorber: From Theory to an Ultra-Broadband Application in the [0.3 – 30] GHz Frequency Band", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 2, pp. 29–35, 2021. doi: 10.25046/aj060204
- Natalia Indira Vargas-Cuentas, Avid Roman-Gonzalez, "Analysis of the Bolivian Universities Scientific Production", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 1, pp. 1222–1228, 2021. doi: 10.25046/aj0601139
- Muhammad Haqeem bin Mohd Nasir, Wan Siti Halimatul Munirah binti Wan Ahmad, Nurul Asyikin binti Mohamed Radzi, Fairuz Abdullah, "Performance Evaluation Reprogrammable Hybrid Fiber-Wireless Router Testbed for Educational Module", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 1, pp. 1199–1207, 2021. doi: 10.25046/aj0601136
- Thinh Dang Cong, Toi Le Thanh, Phuc Ton That Bao, Trang Hoang, "A Novel Approach to Design a Process Design Kit Digital for CMOS 180nm Technology", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 1, pp. 1191–1198, 2021. doi: 10.25046/aj0601135
- Victoria Monica Miglietta, Manhar Dhanak, "Optimal Hydrokinetic Turbine Array Placement in Asymmetric Quasigeostrophic Flows", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 1, pp. 692–697, 2021. doi: 10.25046/aj060175
- Eriola Sila, Sidita Duraj, Elida Hoxha, "Some Results on Fixed Points Related to \( \phi-\psi \) Functions in JS – Generalized Metric Spaces", Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 1, pp. 112–120, 2021. doi: 10.25046/aj060112
- Yuuki Iwasaki, Akihiro Yamashita, Yoko Konno, Katsushi Matsubayashi, "Japanese Abstractive Text Summarization using BERT", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 1674–1682, 2020. doi: 10.25046/aj0506199
- Mohamed Yasin Ibrahim Afifi, El-Sayed Soliman Ahmed Said, Abd El-Hady Abd El-Azim Ammar, "An Efficient Performance of OFDM-Shaped Symbol for 5G Green Communication Compared to FBMC", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 1163–1170, 2020. doi: 10.25046/aj0506140
- Mohamed Hedi Fourati, Soumaya Marzouk, Mohamed Jmaiel, Tom Guerout, "Docker-C2A : Cost-Aware Autoscaler of Docker Containers for Microservices-based Applications", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 972–980, 2020. doi: 10.25046/aj0506116
- Mark Renier M. Bailon, Lawrence Materum, "Comparison of Support Vector Machine-Based Equalizer and Code-Aided Expectation Maximization on Fiber Optic Nonlinearity Compensation Using a Proposed BER Normalized by Power and Distance Index", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 738–743, 2020. doi: 10.25046/aj050689
- Zdenko Balaž, Krystian Wawrzynek, "Cognitive Cybernetics in the Foresight of Globalitarianism", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 718–723, 2020. doi: 10.25046/aj050686
- Khalil Mustafa Ahmad Yousef, Bassam Jamil Mohd, Yusra Abd-Al-Haleem Al-Khalaileh, Ahlam Hani Al-Hmeadat, Bushra Ibrahim El-Ziq, "Automatic License Plate Detection and Recognition for Jordanian Vehicles", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 699–709, 2020. doi: 10.25046/aj050684
- Jenjira Sukmanee, Ramil Kesvarakul, Nattawut Janthong, "Network Modeling with ANP to Determine the Appropriate Area for the Development of Dry Port in Thailand", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 676–683, 2020. doi: 10.25046/aj050681
- Giorgia Franchini, Roberto Cavicchioli, Jia Cheng Hu, "Automatic Stochastic Dithering Techniques on GPU: Image Quality and Processing Time Improved", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 652–663, 2020. doi: 10.25046/aj050679
- Sethakarn Prongnuch, Suchada Sitjongsataporn, "Performance Analysis and Enhancement of Spline Adaptive Filtering based on Adaptive Step-size Variable Leaky Least Mean Square Algorithm", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 642–651, 2020. doi: 10.25046/aj050678
- Miroslav Kratky, Vaclav Minarik, Michal Sustr, Jan Ivan, "Electronic Warfare Methods Combatting UAVs", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 447–454, 2020. doi: 10.25046/aj050653
- Jim Scheibmeir, Yashwant Malaiya, "Multi-Model Security and Social Media Analytics of the Digital Twin", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 6, pp. 323–330, 2020. doi: 10.25046/aj050639
- Marika Fanesi, David Scaradozzi, "Advanced Control Strategies on Nonlinear Testbench Dynamometer System for Simulating the Fuel Consumption", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 1172–1183, 2020. doi: 10.25046/aj0505142
- Bhagyashri Pandurangi R, Chaitra Bhat, Meenakshi R. Patil, "Nature Inspired and Transform Based Image Encryption Techniques: A Comparative Study", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 1075–1092, 2020. doi: 10.25046/aj0505132
- Abdelghani Lakhdar, Aziz Moumen, Laidi Zahiri, Mustapha Jammoukh, Khalifa Mansouri, "Experimental and Numerical Study of the Mechanical Behavior of Bio-Loaded PVC Subjected to Aging", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 607–612, 2020. doi: 10.25046/aj050574
- Mika Karjalainen, Tero Kokkonen, "Review of Pedagogical Principles of Cyber Security Exercises", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 592–600, 2020. doi: 10.25046/aj050572
- Youssef Elguennouni, Mohamed Hssikou, Jamal Baliti, Mohammed Alaoui, "Numerical Study of Gas Microflow within a Triangular Lid-driven Cavity", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 578–591, 2020. doi: 10.25046/aj050571
- Mohamed Hajjaj, Amine Tilioua, Abdellah Mellaikhafi, Abella Bouaaddi, "Thermal Performance Analysis of Parabolic Trough Solar Collector System in Climatic Conditions of Errachidia City, Morocco", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 217–223, 2020. doi: 10.25046/aj050527
- Phie Chyan, "Design of Purebred Dog Recommendation System Using MCDM Approach", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 5, pp. 148–153, 2020. doi: 10.25046/aj050520
- Adamu Abdullahi Garba, Maheyzah Muhamad Siraj, Siti Hajar Othman, "An Explanatory Review on Cybersecurity Capability Maturity Models", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 4, pp. 762–769, 2020. doi: 10.25046/aj050490
- Anton Kuzmin, "Short-Term Dynamic Exchange Rate Model: IFEER Concept Development", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 4, pp. 463–468, 2020. doi: 10.25046/aj050455
- Amal Hadri, Khalid Chougdali, Raja Touahni, "Nonlinear \(\ell_{2,p}\)-norm based PCA for Anomaly Network Detection", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 4, pp. 234–243, 2020. doi: 10.25046/aj050429
- Maximo Giovani Tanzado Espinoza, Joseline Roxana Neira Melendrez, Luis Antonio Neira Clemente, "A Survey and an IoT Cybersecurity Recommendation for Public and Private Hospitals in Ecuador", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 3, pp. 518–528, 2020. doi: 10.25046/aj050364
- Suchitra Abel, Yenchih Tang, Jake Singh, Ethan Paek, "Applications of Causal Modeling in Cybersecurity: An Exploratory Approach", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 3, pp. 380–387, 2020. doi: 10.25046/aj050349
- Neptali Montañez, Jomari Joseph Barrera, "Automated Abaca Fiber Grade Classification Using Convolution Neural Network (CNN)", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 3, pp. 207–213, 2020. doi: 10.25046/aj050327
- Gillala Rekha, Shaveta Malik, Amit Kumar Tyagi, Meghna Manoj Nair, "Intrusion Detection in Cyber Security: Role of Machine Learning and Data Mining in Cyber Security", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 3, pp. 72–81, 2020. doi: 10.25046/aj050310
- Paolo Giammatteo, Tania Di Mascio, "Wilson-Hilferty-type Approximation for Poisson Random Variable", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 2, pp. 377–383, 2020. doi: 10.25046/aj050249
- Sanaa El Malyh, Azzeddine Bouyahyaoui, Toufik Cherradi, Ancuta Rotaru, Petru Mihai, "In-Plane Shear Behavior of Unreinforced Masonry Walls Strengthened with Fiber Reinforced Polymer Composites", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 2, pp. 360–367, 2020. doi: 10.25046/aj050247
- Sanaa El Malyh, Azzeddine Bouyahyaoui, Toufik Cherradi, Ancuta Rotaru, Petru Mihai, "Shear Strength of Unreinforced Masonry Walls Retrofitted with CFRP", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 2, pp. 351–359, 2020. doi: 10.25046/aj050246
- Segundo Moisés Toapanta Toapanta, José David López Cobeña, Luis Enrique Mafla Gallegos, "Analysis of Cyberattacks in Public Organizations in Latin America", Advances in Science, Technology and Engineering Systems Journal, vol. 5, no. 2, pp. 116–125, 2020. doi: 10.25046/aj050215
- Noor A.Hussein, Mohamed Ibrahim Shujaa, "Smart Ambulance: Speed Clearance in the Internet of Things paradigm using Voice Chat", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 6, pp. 280–284, 2019. doi: 10.25046/aj040635
- Ahmad Yusairi Bani Hashim, Silah Hayati Kamsani, Mahasan Mat Ali, Syamimi Shamsuddin, Ahmad Zaki Shukor, "Simulation and Reproduction of a Manipulator According to Classical Arm Representation and Trajectory Planning", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 6, pp. 158–162, 2019. doi: 10.25046/aj040619
- Youssef Bikrat, Khalid Salmi, Kamal Azghiou, Ahmad Benlghazi, Abdelhamid Benali, and Driss Moussaid, "Intelligent Wireless System for PV Supervision Based on The Raspberry Pi", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 6, pp. 94–98, 2019. doi: 10.25046/aj040611
- Arkom Pasilo, Umphisak Teeboonma, "The Influence of Adhesive on Roof Tiles Product from Water Hyacinth Fiber Residues", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 6, pp. 91–93, 2019. doi: 10.25046/aj040610
- Rahardhita Widyatra Sudibyo, Nobuo Funabiki, Minoru Kuribayashi, Kwenga Ismael Munene, Md. Manowarul Islam, Wen-Chung Kao, "A Proposal of TCP Fairness Control Method for Two-Host Concurrent Communications in Elastic WLAN System Using Raspberry Pi Access-Point", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 6, pp. 10–18, 2019. doi: 10.25046/aj040602
- Mohanad Hamad Eljack Elameen, Mona Bahaeldin Musa Hago, Wen Tan, "pH Neutralization Process Control based on Active Disturbance Rejection Control", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 5, pp. 104–109, 2019. doi: 10.25046/aj040513
- Khalil Hariss, Maroun Chamoun, Abed Ellatif Samhat, "Fully Homomorphic Encryption Scheme Based On Complex Numbers", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 5, pp. 30–38, 2019. doi: 10.25046/aj040504
- Wanwanut Boongsood, Chiranuwat Jadram, "Effects of Using Fuzzy Material Handling Inputs in the Genetic Algorithm for Machine Layout", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 4, pp. 133–140, 2019. doi: 10.25046/aj040416
- Luis Alejandro González Mondragón, Leidy Johana Quintero Rodríguez, Ana Gabriela Correa Mena, Jorge Rodríguez Asomoza, Alejandro García Juárez, Ignacio Enrique Zaldívar Huerta, "Experimental Evaluation of Transmission between Two XBee Modules Using Radio-over-Fiber Technique", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 4, pp. 128–132, 2019. doi: 10.25046/aj040415
- Muhammad Usman Hadi, Jacopo Nanni, Olivier Venard, Geneviève Baudoin, Jean-Luc Polleux, Pier Andrea Traverso, Giovanni Tartarini, "Linearity Improvement of VCSELs based Radio over Fiber Systems utilizing Digital Predistortion", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 3, pp. 156–163, 2019. doi: 10.25046/aj040321
- Ilya Vasilyevich Germashev, Tatyana Petrovna Mashihina, Evgeniya Vyacheslavovna Derbisher, Vyacheslav Evgenyevich Derbisher, Mikhail Alexeevich Kharitonov, "Analysis of Fuzzy Data for the Selection of Ingredients of the Polymer Composition by Technical Functions in Quality Management", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 3, pp. 88–99, 2019. doi: 10.25046/aj040313
- Samuel Oludare Bamgbose, Xiangfang Li, Lijun Qian, "Trajectory Tracking Control Optimization with Neural Network for Autonomous Vehicles", Advances in Science, Technology and Engineering Systems Journal, vol. 4, no. 1, pp. 217–224, 2019. doi: 10.25046/aj040121
- Guangzhi Li, Kerong Yan, Li Huang, Bin Xia, Fanhua Kong, Yang Li, "Study on CD ROADM Contention Blocking", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 6, pp. 438–445, 2018. doi: 10.25046/aj030652
- Tareq Khan, "A Wi-Fi based Architecture of a Smart Home Controlled by Smartphone and Wall Display IoT Device", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 6, pp. 180–184, 2018. doi: 10.25046/aj030623
- Uche Magnus Mbanaso, Gloria A Chukwudebe, "Holistic Access Control and Privacy Infrastructure in Distributed Environment", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 6, pp. 46–55, 2018. doi: 10.25046/aj030604
- Wafa Ghozlane, Jilani Knani, "NonLinear Control via Input-Output Feedback Linearization of a Robot Manipulator", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 5, pp. 374–381, 2018. doi: 10.25046/aj030543
- Emanuele Lindo Secco, Taye F. Agidew, Atulya Kumar Nagar, "An Optical-based Fingertip Force Sensor", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 5, pp. 23–27, 2018. doi: 10.25046/aj030504
- Md. Asadur Rahman, Md. Shajedul Islam Sohag, Rasel Ahmmed, Md. Mahmudul Haque, Anika Anjum, "Defined Limited Fractional Channel Scheme for Call Admission Control by Two-Dimensional Markov Process based Statistical Modeling", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 4, pp. 295–307, 2018. doi: 10.25046/aj030430
- Selma Tchoketch Kebir, Mohamed Salah Ait Cheikh, Mourad Haddadi, "A detailed step-by-step electrical parameters identification method for photovoltaic generators using a combination of two approaches", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 4, pp. 45–52, 2018. doi: 10.25046/aj030406
- Mohamed Abd Elghany Khalifa, Amr Elsayed Emam, Mohamed Ibrahim Youssef, "Performance Enhancement of MIMO-OFDM Using Redundant Residue Number System", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 4, pp. 1–7, 2018. doi: 10.25046/aj030401
- Dhiman Chowdhury, Mrinmoy Sarkar, Mohammad Zakaria Haider, "A Cyber-Vigilance System for Anti-Terrorist Drives Based on an Unmanned Aerial Vehicular Networking Signal Jammer for Specific Territorial Security", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 3, pp. 43–50, 2018. doi: 10.25046/aj030306
- Bertrand Francis Cambou, "Design of True Random Numbers Generators with Ternary Physical Unclonable Functions", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 3, pp. 15–29, 2018. doi: 10.25046/aj030303
- Ahlem Sassi, Michel Zasadzinksi, Harouna Souley Ali, Kamel Abderrahim, "Adaptive observer design for a class of nonlinear systems with time delays", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 1, pp. 373–383, 2018. doi: 10.25046/aj030146
- Nahid A. Jahan, Md. Minhaz Ul Karim, M. Mofazzal Hossain, "A High Efficiency Ultra Thin (1.8 um) CdS/CdTe p-i-n Solar Cell with CdTe and Si as BSF layer", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 1, pp. 213–217, 2018. doi: 10.25046/aj030125
- Sina Razvarz, Raheleh Jafari, Wen Yu, "Numerical Solution of Fuzzy Differential Equations with Z-numbers using Fuzzy Sumudu Transforms", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 1, pp. 66–75, 2018. doi: 10.25046/aj030108
- Himanshu Upadhyay, Hardik Gohel, Alexander Pons, Leo Lagos, "Virtual Memory Introspection Framework for Cyber Threat Detection in Virtual Environment", Advances in Science, Technology and Engineering Systems Journal, vol. 3, no. 1, pp. 25–29, 2018. doi: 10.25046/aj030104
- Youssef Akdim, Mohammed Belayachi, "\(L^\infty\)-Estimates for Nonlinear Degenerate Elliptic Problems with p-growth in the Gradient", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 5, pp. 173–179, 2017. doi: 10.25046/aj020525
- Youssef Akdim, Mostafa El moumni, Abdelhafid Salmani, "Existence Results for Nonlinear Anisotropic Elliptic Equation", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 5, pp. 160–166, 2017. doi: 10.25046/aj020523
- Elhoussine Azroul, Moussa Khouakhi, Chihab Yazough, "Existence and Boundedness of Solutions for Elliptic Equations in General Domains", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 5, pp. 141–151, 2017. doi: 10.25046/aj020521
- Abdelouahed El Khalil, My Driss Morchid Alaoui, Abdelfattah Touzani, "On the Spectrum of problems involving both \(p(x)\)-Laplacian and \(P(x)\)-Biharmonic", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 5, pp. 134–140, 2017. doi: 10.25046/aj020520
- Nonlinear parabolic problem with lower order terms in Musielak-Orlicz spaces, "Nonlinear parabolic problem with lower order terms in Musielak-Orlicz spaces", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 5, pp. 109–123, 2017. doi: 10.25046/aj020518
- Batoul Haidar, Maroun Chamoun, Ahmed Serhrouchni, "A Multilingual System for Cyberbullying Detection: Arabic Content Detection using Machine Learning", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 6, pp. 275–284, 2017. doi: 10.25046/aj020634
- Susan Gottschlich, "A Taxonomy for Enhancing Usability, Flexibility, and Security of User Authentication", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 6, pp. 225–235, 2017. doi: 10.25046/aj020627
- Zdenko Balaž, Davor Predavec, "Cognitive Cybernetics vs. Captology", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 6, pp. 107–118, 2017. doi: 10.25046/aj020614
- Chekib Ghorbel, Zeineb Rayouf, Naceur Benhadj Baraiek, "A New Identification Approach of MIMO Hammerstein Model with Separate Nonlinearities", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 6, pp. 56–62, 2017. doi: 10.25046/aj020607
- Pauline Mouawad, Shlomo Dubnov, "On Modeling Affect in Audio with Non-Linear Symbolic Dynamics", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 1727–1740, 2017. doi: 10.25046/aj0203212
- Loretta Henderson Cheeks, Ashraf Gaffar, Mable Johnson Moore, "Modeling Double Subjectivity for Gaining Programmable Insights: Framing the Case of Uber", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 1677–1692, 2017. doi: 10.25046/aj0203209
- Kornkanok Phoksawat, Massudi Mahmuddin, "Hybrid Ontology-based knowledge with multi-objective optimization model framework for Decision Support System in intercropping", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 1363–1371, 2017. doi: 10.25046/aj0203172
- Muftah Fraifer, Mikael Fernström, "Designing a Smart Car Parking System (PoC) Prototype Utilizing CCTV Nodes: A vision of an IoT parking system via UCD process", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 755–764, 2017. doi: 10.25046/aj020396
- Sarra Alqahtani, Rose Gamble, "Verifying the Detection Results of Impersonation Attacks in Service Clouds", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 449–459, 2017. doi: 10.25046/aj020358
- Shaddrack Yaw Nusenu, "Performance Analysis of Phased Array and Frequency Diverse Array Radar Ambiguity Functions", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 389–394, 2017. doi: 10.25046/aj020350
- Casimer DeCusatis, Piradon Liengtiraphan, Anthony Sager, "Zero Trust Cloud Networks using Transport Access Control and High Availability Optical Bypass Switching", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 3, pp. 30–35, 2017. doi: 10.25046/aj020305
- Mohamed Faraj EL Megrahi, "Implementation Of Carlson Survey Software2009 In Survey Works And Comparison With CDS Software", Advances in Science, Technology and Engineering Systems Journal, vol. 2, no. 2, pp. 11–18, 2017. doi: 10.25046/aj020203

