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MEMS à veine fluidique intégrée pour la caractérisation et la pesée d'échantillons liquides / MEMS with an embedded microchannel for characterization and weighing of fluidic samplesHadji, Céline 04 November 2016 (has links)
Les systèmes MEMS et NEMS permettent, par résonance mécanique, des mesures de masse avec une sensibilité et une résolution propices à la caractérisation d'objets de taille micro- et nanométrique. Ces dispositifs, adaptés à une intégration dans des systèmes d'analyse miniatures plus complexes, sont d'intérêt pour la recherche biomédicale et la détection de particules. Toutefois la caractérisation en milieu liquide reste à ce jour délicate, principalement à cause de phénomènes dissipatifs associés à la mise en mouvement du fluide environnant le dispositif vibrant.Afin de lever ce verrou, l’équipe au sein de laquelle s’est déroulée cette thèse a développé des MEMS fluidiques sous forme de plaques minces mises en vibration dans leur plan de manière à limiter l'excitation du fluide environnant. Chaque plaque comporte un canal microfluidique permettant la circulation d'un liquide dont la masse moyenne est précisément déterminée par la fréquence de résonance du système. A terme, l'ambition de ces systèmes est de parvenir à révéler, par un décalage en fréquence, le passage au sein de la plaque vibrante d’une particule unique transportée par le liquide.Deux objectifs ont été atteints dans le cadre de cette thèse. D'une part, le comportement de ces structures en présence de divers liquides a été finement caractérisé ce qui a permis d’évaluer leurs performances réelles en fonction des conditions d'excitation. La résolution mesurée pour ces capteurs est de l’ordre de quelques g.L-1, pour une sensibilité d’environ 100 Hz.(g.L-1)-1.D'autre part, une nouvelle génération de capteurs aux caractéristiques innovantes a été conçue en vue d’abaisser le seuil de détection en diminuant la masse des résonateurs et en améliorant le bruit en fréquence.Ce manuscrit sera articulé autour de quatre chapitres. Le premier propose un état de l’art des techniques existantes pour la caractérisation de particules en fluide, et détaille ensuite les solutions MEMS et NEMS développées à cette fin dans la littérature. Le second chapitre livre les résultats issus de la caractérisation d’une première génération de MEMS fluidiques. Le troisième décrit les observations et mesures réalises, et propose des perspectives d’amélioration de ces composants ainsi que de leur protocole de caractérisation. Enfin, on présente dans le dernier chapitre une nouvelle génération de NEMS conçue et fabriquée au cours de cette thèse ; pour finir sont discutés les choix réalisés et les perspectives d’évolution attendues pour ces composants. / MEMS and NEMS allow sensitive and precise mass detection consistent with micro- and bio- objects analysis. These systems are promising for biomedical research and particle metrology, and can be easily integrated in miniaturized multifunctional systems. Thererfore, characterization in liquid media remains tricky due to viscous dissipation consequent to the movement induced in the fluidic environment.In order to overcome this technological lock, our laboratory previously designed and fabricated specific MEMS devices for fluidic analysis; these thin plate resonators with and embedded microchannel are actuated in liquid media, with four capacitive electrodes providing both actuation and detection. The circulating fluid mass can be precisely measured by monitoring the device’s resonant frequency. The long-term objective is to be able to detect and weigh one single particle transported by the fluid.Two main objectives were fulfilled during these three years. First, the MEMS behaviour in presence of various liquids was evaluated, providing a fine-grained analysis of their performances as mass sensors. The measured resolution of our sensors is about a few g.L-1 with a sensitivity of 100 Hz.(g.m-3)-1.Meanwhile, a new generation of NEMS sensors with innovative features was designed; the objective is to decrease the effective mass and reduce the frequency noise, both for a better mass resolution.This thesis includes four chapters. The first one consists in a review of the existing techniques for particles characterization in fluid as well as MEMS and NEMS solutions for particles metrology described in the litterature. The second part of the manuscript presents the results of the experimental characterizations carried out on the first generation of sensors. The third chapter gathers the conclusions of these measurements and gives an outlook on possible improvements on both the design and the characterization of the sensors. At last, the fourth part describes the new generation of devices and discusses their characteristics in terms of expected resolution and applications.
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Phononic frequency combsGanesan, Adarsh January 2018 (has links)
Optical frequency combs have resulted in significant advances in optical frequency metrology and found wide application to precise physical measurements and molecular fingerprinting. A direct analogue of frequency combs in the phononic or acoustic domain has not been reported to date. This thesis describes a series of results to provide the first clear evidence for the generation of phononic frequency combs in the domain of micromechanical resonators. These results are supported by a theoretical framework which was originally developed to predict the existence of such features of combs in physical systems described by Fermi-Pasta-Ulam dynamics. The phononic frequency combs is mediated by nonlinear coupling between a primary driven mode and one or more parametrically excited internal modes. We provide experimental evidence for the formation of such phononic frequency combs in systems comprising of 2 or more coupled modes, with results qualitatively consistent with previous numerical studies based on Fermi-Pasta-Ulam dynamics. Additionally, externally pumped comb processes are also reported. Through systematic experiments at different drive frequencies and amplitudes, we portray the well-connected processes of phononic frequency comb formation and define attributes to control their concomitant features. Further, the interplay between these new nonlinear resonances and the well-established Duffing phenomenon is also discussed. While the experimental verification of the existence of phononic frequency combs is of scientific interest, several potential engineering applications exist including the unique capability to track resonant frequency of a micromechanical resonator without the requirement for an external feedback loop to sustain oscillations at the resonant frequency. The initial experimental results also demonstrate that good short-term frequency stability may be obtained for such micromechanical resonators operated under ambient conditions.
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[en] HUMIDITY SENSOR BASED ON MEMS SAW TECHNOLOGY / [pt] SENSOR DE UMIDADE BASEADO EM TECNOLOGIA MEMS SAWSERGIO GUTIERREZ ESCOBAR 25 April 2017 (has links)
[pt] Os sistemas micro eletromecânicos são dispositivos na escala dos micras que combinam estruturas mecânicas com circuitos elétricos, e são usados como sensores ou atuadores. Dentro destes dispositivos, estão os de onda superficial acústica (SAW em inglês) que usam variações na velocidade ou percurso de propagação da onda para fazer a detecção da variável a medir. Uma aplicação importante em processos químicos, é no acondicionamento de ambientes, monitorando a umidade. Para isso um sensor SAW comprado, foi coberto em sua superfície com uma camada de um polímero absorvente de vapor de agua. No qual o aumento na massa do polímero na superfície diminui a velocidade da onda. Por tanto o PolyVinyl Álcool foi escolhido para absorver o vapor de agua e foi preparado com 5.6 wt por cento, para ser depositado por meio de spin coating. Então uma serie de experimentos foram feitos numa câmara climática variando tanto a umidade como a temperatura, com o fim de avaliar o comportamento do sensor medindo a sua variação da frequência. Estes resultados foram comparados com um modelo analítico e uma simulação por elementos finitos. O modelo analítico foi presentado por Sielman, o qual determina como muda a densidade e espessura no polímero com a umidade. Estes valores foram substituídos na equação de Wohltjen que dá a variação da frequência de um SAW devido a absorção de gases. Em quanto a simulação por elementos finitos foi feita em Comsol Multiphysics achando a frequência para a qual o SAW ressona, com o aumento da densidade na camada acima do SAW para as umidades inseridas. / [en] Micro electromechanical systems (MEMS) are devices that combine mechanical structures with electrical circuits at the micro scale, to function as sensors or actuators. One type of MEMS are the surface acoustic waves (SAW) devices, which uses the surface wave velocity or propagation path variations to measure the variable of interest. One important application in chemical processes is related to environment condition control, specifically humidity measurement. With that purpose, a commercial SAW was purchased and coated with a polymer layer in its surface. The PolyVynil Alcohol (PVA) was chosen to be the sensing layer in the SAW due to water vapor absorption properties, that increases the mass over the surface and decrease the wave velocity, leading to sense this humidity changes. 5.6wt per cent PVA solution was prepared and deposited through spin coating. Therefore, a series of tests were carried out in a climatic chamber, varying the humidity and temperature conditions, with the aim to analyze the sensor behavior by measuring its frequency shift. These results were compared with an analytical model and a finite element simulation. The analytical model presented by Sielman determines how the polymer density changes with humidity. These density values were inserted into the Wohltjen equation, which gives the frequency shift of the SAW due to gas absorption. Regarding the finite element simulation, it was carried out in the Comsol Multiphysics software, by solving the different resonating frequencies as a function of the increase in the polymer density due to the insets of humidity values.
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Radiation pressure cooling of a silica optomechanical resonatorPark, Young-Shin, 1972- 12 1900 (has links)
xi, 125 p. : ill. (some col.) A print copy of this thesis is available through the UO Libraries. Search the library catalog for the location and call number. / This dissertation presents experimental and theoretical studies of radiation pressure cooling in silica optomechanical microresonators where whispering gallery modes (WGMs) are coupled to thermal mechanical vibrations. In an optomechanical system, circulating optical fields couple to mechanical vibrations via radiation pressure, inducing Stokes and anti-Stokes scattering of photons. In analogy to laser cooling of trapped ions, the mechanical motion can in principle be cooled to its ground state via the anti-Stokes process in the resolved-sideband limit, in which the cavity photon lifetime far exceeds the mechanical oscillation period.
Our optomechanical system is a slightly deformed silica microsphere (with a diameter 25-30 μm ), featuring extremely high Q -factors for both optical ( Q o ∼ 10 8 ) and mechanical ( Q m ∼ 10 4 ) systems. Exploiting the unique property of directional evanescent escape in the deformed resonator, we have developed a free-space configuration for the excitation of WGMs and for the interferometric detection of mechanical displacement, for which the part of input laser that is not coupled into the microsphere serves as a local oscillator. Measurement sensitivity better than 5 × 10 -18 m /[Special characters omitted.] has been achieved. The three optically active mechanical modes observed in the displacement power spectrum are well described by finite element analysis.
Both radiation pressure cooling and parametric instabilities have been observed in our experiments. The dependence of the mechanical resonator frequency and linewidth on the detuning as well as the intensity of the input laser show excellent agreement with theoretical calculations with no adjustable parameters.
The free-space excitation technique has enabled us to combine resolved sideband cooling with cryogenic cooling. At a cryogenic temperature of 1.4 K, the sideband cooling leads to an effective temperature as low as 210 m K for a 110 MHz mechanical oscillator, corresponding to an average phonon occupation of 37, which is one of the three lowest phonon occupations achieved thus far for optomechanical systems. The cooling process is limited by ultrasonic attenuation in fused silica, which should diminish when bath temperature is further lowered, with a 3 He cryostat, to a few hundred millikelvin. Our experimental studies thus indicate that we are tantalizingly close to realizing the ground-state cooling for the exploration of quantum effects in an otherwise macroscopic mechanical system. / Committee in charge: Michael Raymer, Chairperson, Physics;
Jens Noeckel, Member, Physics;
Hailin Wang, Member, Physics;
Paul Csonka, Member, Physics;
Jeffrey Cina, Outside Member, Chemistry
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Storage, Interference and Mechanical Effects of Single Photons in Coupled Optical CavitiesMirza, Imran 17 October 2014 (has links)
We study different phenomena associated with single-photon propagation in optical cavities coupled through optical fibers. We first address the issue of storing and delaying single-photon wavepackets in an array of microcavities. This has possible applications in developing reliable and efficient quantum repeaters that will be utilized
in building long distance quantum networks. Second, we investigate a Hong-Ou-Mandel (HOM) type of interference between two photons that are produced in two coupled atom-cavity systems. The HOM effect in this setup can test the degree of indistinguishability between photons when they are stored inside cavities. This part of the dissertation also includes the study of entanglement between atoms, cavities and atom-cavity systems induced by the photons. Finally, we focus on single-photon interactions with a tiny movable mirror in the context of quantum optomechanics. We investigate how the mechanical motion of the mirror leaves its imprints on the optical spectrum of the photon
This dissertation includes previously published and unpublished co-authored material. / 10000-01-01
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Galvanically Isolated On Chip Communication By Resonant CouplingJanuary 2015 (has links)
Dissertation/Thesis / Masters Thesis Electrical Engineering 2015
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A Novel Mobile Device for Environmental Hydrocarbon Sensing and Its ApplicationsJanuary 2017 (has links)
abstract: The accurate and fast determination of organic air pollutants for many applications and studies is critical. Exposure to volatile organic compounds (VOCs) has become an important public health concern, which may induce a lot of health effects such as respiratory irritation, headaches and dizziness. In order to monitor the personal VOCs exposure level at point-of-care, a wearable real time monitor for VOCs detection is necessary. For it to be useful in real world application, it requires low cost, small size and weight, low power consumption, high sensitivity and selectivity.
To meet these requirements, a novel mobile device for personal VOCs exposure monitor has been developed. The key sensing element is a disposable molecularly imprinted polymer based quartz tuning fork resonator. The sensor and fabrication protocol are low cost, reproducible and stable. Characterization on the sensing material and device has been done. Comparisons with gold standards in the field such as GC-MS have been conducted. And the device’s functionality and capability have been validated in field tests, proving that it’s a great tool for VOCs monitoring under different scenarios. / Dissertation/Thesis / Doctoral Dissertation Chemical Engineering 2017
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Mechanisms of Microwave Loss Tangent in High Performance Dielectric MaterialsJanuary 2013 (has links)
abstract: The mechanism of loss in high performance microwave dielectrics with complex perovskite structure, including Ba(Zn1/3Ta2/3)O3, Ba(Cd1/3Ta2/3)O3, ZrTiO4-ZnNb2O6, Ba(Zn1/3Nb2/3)O3, and BaTi4O9-BaZn2Ti4O11, has been investigated. We studied materials synthesized in our own lab and from commercial vendors. Then the measured loss tangent was correlated to the optical, structural, and electrical properties of the material. To accurately and quantitatively determine the microwave loss and Electron Paramagnetic Resonance (EPR) spectra as a function of temperature and magnetic field, we developed parallel plate resonator (PPR) and dielectric resonator (DR) techniques. Our studies found a marked increase in the loss at low temperatures is found in materials containing transition metal with unpaired d-electrons as a result of resonant spin excitations in isolated atoms (light doping) or exchange coupled clusters (moderate to high doping) ; a mechanism that differs from the usual suspects. The loss tangent can be drastically reduced by applying static magnetic fields. Our measurements also show that this mechanism significantly contributes to room temperature loss, but does not dominate. In order to study the electronic structure of these materials, we grew single crystal thin film dielectrics for spectroscopic studies, including angular resolved photoemission spectroscopy (ARPES) experiment. We have synthesized stoichiometric Ba(Cd1/3Ta2/3)O3 [BCT] (100) dielectric thin films on MgO (100) substrates using Pulsed Laser Deposition. Over 99% of the BCT film was found to be epitaxial when grown with an elevated substrate temperature of 635 C, an enhanced oxygen pressures of 53 Pa and a Cd-enriched BCT target with a 1 mol BCT: 1.5 mol CdO composition. Analysis of ultra violet optical absorption results indicate that BCT has a bandgap of 4.9 eV. / Dissertation/Thesis / Ph.D. Materials Science and Engineering 2013
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Ordenamento e propriedades dielétricas em microondas dos sistemas (Ba1-xSrx)3CaNb2O9 e (Ba1-yLay)3Ca1+yNb2-yO9 / Structural ordering and microwave dielectric properties of (Ba1-xSrx)3CaNb2O9 and (Ba1-yLay)3Ca1+yNb2-yO9 systemsJoão Elias Figueiredo Soares Rodrigues 13 July 2017 (has links)
Materiais dielétricos para operação em microondas constituem um ponto importante para usos em sistemas de comunicação móvel/via satélite, incluindo sistemas de monitoramento terrestres, internet/telefonia para celulares, internet das coisas, além do interesse militar para elaboração de radares. Avanços importantes nesse setor tecnológico só foram outorgados, graças ao emprego ostensivo de ressoadores dielétricos (RDs). Esses dispositivos constituem cerâmicas óxidas com baixa perda dielétrica em microondas, com demanda para sua miniaturização. O sistema deverá possuir alta constante dielétrica nesse intervalo e o dispositivo deve ser termicamente estável, ou seja, suas propriedades dielétricas não se alterarão com a temperatura. A busca por materiais de alto desempenho resultou na descoberta das perovskitas ordenadas 1:1 e 1:2, com estequiometria A2BBO6 e A3BB2O9, respectivamente. Tais sistemas ordenam o sítio B, da perovskita ABO3, gerando o empilhamento dos planos cristalinos com B e B, intercalados e na direção [1 1 1]c. Os resultados da literatura mostram que o ordenamento possui papel fundamental na obtenção de ressoadores de baixa perda dielétrica. Ademais, poucos estudos reportam as propriedades dos sistemas contendo os cátions Ca e Nb, no sítio B. Portanto, essa tese dedicou-se à investigação das propriedades dielétricas do sistema Ba3CaNb2O9 e, posteriormente, a modificação desse com a substituição dos cátions Ba2+ por Sr2+ e La3+. As amostras foram preparadas pelo método de reação do estado sólido e, posteriormente, caracterizadas pela difração de raios X, espalhamento Raman, espectroscopia de impedância e desempenho em microondas, além de técnicas complementares como análise térmica, densidade por imersão e microscopia eletrônica de varredura. Os resultados demonstraram a coexistência dos domínios 1:1 e 1:2 no sistema Ba3CaNb2O9, sendo possível manipulá-los mediante condições da sinterização. Microestruturalmente, esses domínios são regiões no cristalito com diferentes ordens catiônicas e, assim, com propriedades cristalográficas e vibracionais diferentes. Pela impedância, notou-se que o ressoador Ba3CaNb2O9 tende a conduzir mais quando possui uma tendência para o domínio 1:1. Tal resultado foi confirmado em microondas, onde a redução da perda dielétrica foi correlacionada à diminuição do domínio 1:1 na estrutura cristalina dos ressoadores. Na solução sólida com Sr2+, uma transição da fase trigonal D3d3 para monoclínica C2h3 foi detectada nos pós-calcinados, sendo oriunda das inclinações octaédricas do sistema de Glazer a0b-b-. As cerâmicas desse sistema foram sinterizadas a 1500 °C por 26 h, cujo resultado ilustrou uma tendência à ordem 1:1 para x ≥ 0,30. No sistema com La3+, observou-se, além da coexistência, os monodomínios 1:1 e 1:2. O sistema com monodomínios 1:1, BaLaCaNbO6 (y = 0,50), evidenciou uma distorção monoclínica intrínseca. Esta distorção foi associada às inclinações octaédricas do sistema de Glazer a0b-b-, reduzindo a simetria da fase cúbica Oh5 para monoclínica C2h3. Por fim, o desempenho como ressoador dielétrico dos sistemas BaLaCaNbO6 e Ba3CaNb2O9 foi avaliado. O primeiro sistema mostrou os seguintes valores: permissividade relativa εg ∼ 26, Qu × fR ∼ 10.506 GHz e coeficiente τf ∼ -55 ppm.K-1. O segundo sistema revelou os dados: permissividade εg ∼ 43, Qu × fR ∼ 15.752 GHz e o coeficiente τf ∼ 278 ppm.K-1. / Dielectric materials for microwave applications play an important role in mobile and satellite communication systems, including terrestrial monitoring, internet/mobile devices, internet of things, as well as the military uses as the radar developments. Advances in this technological field were only possible due to the ostensive use of dielectric resonators (DRs). These devices constitute oxide ceramics with a low dielectric loss in microwave frequency. The system must have high dielectric constant and such a device must be thermally stable. The search for highperformance materials granted the discovery of 1:1 and 1:2 ordered perovskites, with general formula A2BBO6 and A3BB2O9, respectively. These systems depict the B-site ordering of ABO3 perovskite, inducing the crystalline planes stacking in the [1 1 1]c direction. The literature results showed that the ordering plays an essential role in the low loss ceramics. Moreover, few studies reported the features of the systems containing the Ca and Nb cations at the B-site. Therefore, our work drives the dielectric properties of the Ba3CaNb2O9 system and, then, the modification induced by Ba2+ substitution by Sr2+ and La3+. The samples were prepared by the conventional solid-state reaction method and probed by X-ray diffraction, Raman scattering, impedance spectroscopy and microwave performance, as well as other techniques such as thermal analysis, density measurement, and electron microscopy. Our findings elucidated the coexistence of 1:1 and 1:2 domains in Ba3CaNb2O9 ceramics, being possible to manipulate them by sintering conditions. Such an ordered domain denotes regions in the crystallites with different cationic order and with different crystallographic and vibrational behavior. By the impedance spectroscopy, it was observed that Ba3CaNb2O9 ceramics tend to conduct more when they present a tendency towards the 1:1 domains. The earlier result was also confirmed in microwave frequency, in which the dielectric loss decreasing was correlated to the decrease of the 1:1 domain in the crystal structure. In the strontium solid solution, a transition from the D3d3 trigonal phase to the C2h3 monoclinic one was noted in powder samples, being derived from octahedral tilting (a0b-b- Glazer system). In the lanthanum system, besides the coexistence, the monodomains 1:1 and 1:2 were observed. Otherwise, the 1:1 monodomain system, BaLaCaNbO6 (y = 0.50), exhibited an intrinsic monoclinic distortion. This distortion was ascribed to the octahedral tilting (a0b-b- Glazer system), lowering the crystal symmetry from Oh5 cubic phase to the C2h3 monoclinic phase. The dielectric resonator performances of the BaLaCaNbO6 and Ba3CaNb2O9 systems were evaluated. The first system showed the following values: permittivity εg ∼ 26, Qu × fR ∼ 10.506 GHz and coefficient τf ∼ -55 ppm.K-1. The second system exhibited the data: permittivity εg ∼ 43, Qu × fR ∼ 15.752 GHz and coefficient τf ∼ 278 ppm.K-1.
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Conception d’une interconnexion optique sur silicium constituée d’anneaux résonants multiplexée en longueur d’onde / Design of a wavelength division multiplexed silicon photonic interconnect using ring resonatorsQuelene, Jean-Baptiste 10 July 2017 (has links)
Nous assistons aujourd'hui à une explosion des demandes de calcul, de stockage et de transfert de données. Dans ce contexte, le développement des ordinateurs à haute performance est crucial mais il est limité par le débit et la consommation des interconnexions électriques entre puces ou intra-puces. La photonique sur silicium propose de lever ce verrou technologique en utilisant la maturité des procédés de fabrication de microélectronique pour concevoir des interconnexions optiques à très haut débit et à faible énergie par bit. Dans ces travaux, nous nous proposons de dimensionner un lien optique intégré sur silicium pour par exemple adresser le défi technologique des interconnexions intra-puces entre un processeur et une mémoire DRAM de dernière génération. Le lien optique conçu est multiplexé en longueur d’onde et utilise des composants intégrés à faible empreinte appelés anneaux résonants pour les fonctions de modulation et de démultiplexage. Les sources laser dont seront munis ces interconnexions consomment une puissance importante : nous nous attachons à optimiser la performance des composants utilisés en termes de puissance optique. A partir d’une analyse système, nous proposons une architecture de lien et construisons un modèle pour évaluer les pénalités en puissance optique associées au transmetteur et au récepteur du lien de communication à l’aide de simulations statiques et dynamiques. Ce modèle comprend des contributions des modulateurs et des filtres du démultiplexeur considérés individuellement ainsi que des contributions liées au multiplexage en longueur d’onde à l’émission et à la réception. Des modulateurs optiques en anneau sont fabriqués en technologie PIC25G, caractérisés en statique et en dynamique puis comparés au modèle. Enfin, des démonstrateurs multiplexés en longueur d’onde sont conçus et mis en œuvre permettant de valider nos modèles prédictifs et d'en soulever de futurs perfectionnements. / The 21st century is characterized by the explosion of demand for computing power as well as data storage and transfer. In this context, the development of high-performance computers is crucial but it is limited by the bandwidth and the energy efficiency of chip-to-chip and intra-chip electrical interconnects. Silicon photonics is a promising solution that uses microelectronics manufacturing techniques to fabricate optical components dedicated to efficient and high-bit-rate optical communication links.This work aims at designing a silicon photonic intra-chip high-bandwidth interconnect based on the example of latest-generation DRAM specifications. Wavelength division multiplexing (WDM) is used with low-footprint components called optical ring resonators for modulation and filtering.Lasers sources are a non-negligible contributor to overall system power consumption. For this reason, this thesis focuses on the optimization of ring resonators in terms of optical power. We first carry out a system analysis and propose an architecture that consists of parallel WDM links. Then a system model that evaluates optical power penalties related to the transmitter and the receiver is built up using static and dynamic simulations. Individual contributions of modulators, filters as well as the impact of adjacent channels at the transmitter and receiver sides are taken into account. Optical ring modulators are fabricated in PIC25G technology and characterized through static and dynamic measurements in order to validate our model. Finally, wavelength division multiplexed prototypes are designed and demonstrations corresponding to different WDM configurations are carried out which allows for suggestions of future improvements from the comparison with our predictive model.
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