R. Saathof
Please Note
24 records found
1
In this work numerical radar data were used to filter out noise and isolate Bragg scattering. When only clear-sky days in June were included, the results from the 12 selected days showed an average correlation of 0.48 when compared with scintillometer validation data. This is higher than the correlation coefficient of 0.34 found using the pulse-Doppler radar method. However the results also showed a large systematic error, which was found to be related to calibration issues of the used radar. Because this error remained relatively stable over time, a correction factor could potentially be applied to compensate for it. Overall, the results indicate that it is possible to measure optical turbulence using vertical reflectivity measurements from a FMCW radar, although further research and improvements are needed before the method can be used operationally. ...
In this work numerical radar data were used to filter out noise and isolate Bragg scattering. When only clear-sky days in June were included, the results from the 12 selected days showed an average correlation of 0.48 when compared with scintillometer validation data. This is higher than the correlation coefficient of 0.34 found using the pulse-Doppler radar method. However the results also showed a large systematic error, which was found to be related to calibration issues of the used radar. Because this error remained relatively stable over time, a correction factor could potentially be applied to compensate for it. Overall, the results indicate that it is possible to measure optical turbulence using vertical reflectivity measurements from a FMCW radar, although further research and improvements are needed before the method can be used operationally.
Pointing calibration for laser satellite communications
An in-orbit pointing error prediction strategy to increase acquisition performance of Optical Communications Terminals
This thesis investigates an in-orbit calibration strategy for predicting OCT pointing errors using sensors and telemetry already available within the terminal. A review of existing calibration approaches identified a research gap in the use of OCT-internal measurements for the continuous estimation and prediction of pointing errors throughout the mission lifetime. To address this gap, a mission-lifetime calibration strategy was developed and evaluated using a dedicated simulation and development framework.
The dominant pointing-error contributors considered in this work are mechanical alignment errors, thermal distortions, satellite attitude determination and control system (ADCS) errors, and counter-satellite propagation errors. It is shown that a significant portion of the resulting pointing error can be predicted using operational parameters such as time, temperature, and gimbal orientation. An ordinary least squares regression framework was developed using time, temperature, azimuth, and elevation as inputs, and pointing errors in the terminal frame as outputs. The calibration model is continually updated using data collected during operational tracking phases, enabling the prediction of pointing errors under a wide range of mission conditions.
Simulation results demonstrate that the proposed approach can substantially reduce residual pointing errors and generalise across multiple mission scenarios and link geometries. Furthermore, calibration performance improves as calibration data are accumulated throughout the mission lifetime. The results also show that acquisition performance can be enhanced through informed acquisition scheduling, whereby links are established during periods of favourable operating conditions and reduced predicted pointing errors.
Overall, this work demonstrates that mission-lifetime in-orbit calibration can reduce pointing uncertainty, improve acquisition performance, and increase the operational robustness of optical communication terminals without requiring additional dedicated calibration hardware. ...
This thesis investigates an in-orbit calibration strategy for predicting OCT pointing errors using sensors and telemetry already available within the terminal. A review of existing calibration approaches identified a research gap in the use of OCT-internal measurements for the continuous estimation and prediction of pointing errors throughout the mission lifetime. To address this gap, a mission-lifetime calibration strategy was developed and evaluated using a dedicated simulation and development framework.
The dominant pointing-error contributors considered in this work are mechanical alignment errors, thermal distortions, satellite attitude determination and control system (ADCS) errors, and counter-satellite propagation errors. It is shown that a significant portion of the resulting pointing error can be predicted using operational parameters such as time, temperature, and gimbal orientation. An ordinary least squares regression framework was developed using time, temperature, azimuth, and elevation as inputs, and pointing errors in the terminal frame as outputs. The calibration model is continually updated using data collected during operational tracking phases, enabling the prediction of pointing errors under a wide range of mission conditions.
Simulation results demonstrate that the proposed approach can substantially reduce residual pointing errors and generalise across multiple mission scenarios and link geometries. Furthermore, calibration performance improves as calibration data are accumulated throughout the mission lifetime. The results also show that acquisition performance can be enhanced through informed acquisition scheduling, whereby links are established during periods of favourable operating conditions and reduced predicted pointing errors.
Overall, this work demonstrates that mission-lifetime in-orbit calibration can reduce pointing uncertainty, improve acquisition performance, and increase the operational robustness of optical communication terminals without requiring additional dedicated calibration hardware.
However, the atmospheric channel introduces a major challenge: optical turbulence (OT). Turbulent fluctuations of the refractive index, driven by wind shear and buoyancy in the atmosphere, distort the propagating optical beam, degrading communication performance. This dissertation investigates the modelling of optical turbulence, quantified through the refractive index structure parameter Cn2, along two complementary avenues: traditional numerical weather prediction (NWP) using mesoscale models and machine learning (ML) techniques.
The first part establishes the state of the art in mesoscale Cn2 modelling for FSOC. Chapter 2 presents a systematic intercomparison of the three main classes of Cn2 parameterizations -- flux-based, gradient-based, and variance-based -- applied to both observed data and output from a numerical mesoscale model.
Evaluated against scintillometer observations, the variance-based parameterization yields the best overall performance and, unlike the other two, is not restricted to the atmospheric surface layer. Building on this foundation, chapter 3 proposes an end-to-end framework that translates Cn2 estimates into FSOC link performance metrics, specifically turbulence-induced losses and a theoretically achievable information rate (generalized mutual information, GMI).
Applied to an urban example link, the framework reveals that the sensitivity of the estimated FSOC performance to Cn2 errors strongly depends on the specific link. Reporting Cn2 model errors alone is therefore considered insufficient for FSOC, and end-to-end assessments of link performance are needed.
Running mesoscale models is computationally expensive, and the traditional parameterizations used to obtain Cn2 -- while physically motivated -- are often limited in their applicability or accuracy. Machine learning offers a promising alternative by learning complex relationships directly from data, as explored in the second part of this dissertation. Chapter 4 introduces OTCliM, a gradient boosting-based methodology that relates globally available ERA5 reanalysis data to observed near-surface Cn2. Across 17 diverse stations in New York State, OTCliM trained on just one year of observations accurately extrapolates Cn2 over four held-out years. However, the resulting models are limited to near-surface Cn2, which is sufficient for terrestrial links but not for satellite-to-ground applications that require vertical profiles. To extend modelling into the vertical, chapter 5 introduces Π-ML, a physics-inspired ML framework that combines automated dimensional analysis with gradient boosting. By expressing inputs and outputs as non-dimensional groups grounded in physical principles, Π-ML derives an interpretable, data-driven similarity theory for Cn2 in the atmospheric surface layer. The framework achieves high accuracy under both stable and unstable atmospheric conditions and identifies scalings that are physically consistent with established theories. Finally, chapter 6 addresses the full atmospheric column by developing OTProf. This deep-learning-based model estimates Cn2 profiles of high vertical resolution from low-resolution ERA5 pressure-level inputs. Trained on one year of mesoscale simulations, the model substantially outperforms the commonly used Hufnagel-Valley analytical model.
The estimated profiles exhibit a physically realistic vertical structure, although ML-typical smoothing leads to some underestimation of integrated turbulence parameters, such as the Fried parameter and the scintillation index.
Nevertheless, OTProf is regarded as a computationally efficient and considerably more accurate approach compared to traditional analytical models.
Taken together, this dissertation demonstrates that both numerical mesoscale modelling and machine learning deliver practical advances for optical turbulence estimation and FSOC applications. The overarching conclusion, however, is that the greatest potential lies in combining the two paradigms, which is viewed as a promising direction for future research. ...
However, the atmospheric channel introduces a major challenge: optical turbulence (OT). Turbulent fluctuations of the refractive index, driven by wind shear and buoyancy in the atmosphere, distort the propagating optical beam, degrading communication performance. This dissertation investigates the modelling of optical turbulence, quantified through the refractive index structure parameter Cn2, along two complementary avenues: traditional numerical weather prediction (NWP) using mesoscale models and machine learning (ML) techniques.
The first part establishes the state of the art in mesoscale Cn2 modelling for FSOC. Chapter 2 presents a systematic intercomparison of the three main classes of Cn2 parameterizations -- flux-based, gradient-based, and variance-based -- applied to both observed data and output from a numerical mesoscale model.
Evaluated against scintillometer observations, the variance-based parameterization yields the best overall performance and, unlike the other two, is not restricted to the atmospheric surface layer. Building on this foundation, chapter 3 proposes an end-to-end framework that translates Cn2 estimates into FSOC link performance metrics, specifically turbulence-induced losses and a theoretically achievable information rate (generalized mutual information, GMI).
Applied to an urban example link, the framework reveals that the sensitivity of the estimated FSOC performance to Cn2 errors strongly depends on the specific link. Reporting Cn2 model errors alone is therefore considered insufficient for FSOC, and end-to-end assessments of link performance are needed.
Running mesoscale models is computationally expensive, and the traditional parameterizations used to obtain Cn2 -- while physically motivated -- are often limited in their applicability or accuracy. Machine learning offers a promising alternative by learning complex relationships directly from data, as explored in the second part of this dissertation. Chapter 4 introduces OTCliM, a gradient boosting-based methodology that relates globally available ERA5 reanalysis data to observed near-surface Cn2. Across 17 diverse stations in New York State, OTCliM trained on just one year of observations accurately extrapolates Cn2 over four held-out years. However, the resulting models are limited to near-surface Cn2, which is sufficient for terrestrial links but not for satellite-to-ground applications that require vertical profiles. To extend modelling into the vertical, chapter 5 introduces Π-ML, a physics-inspired ML framework that combines automated dimensional analysis with gradient boosting. By expressing inputs and outputs as non-dimensional groups grounded in physical principles, Π-ML derives an interpretable, data-driven similarity theory for Cn2 in the atmospheric surface layer. The framework achieves high accuracy under both stable and unstable atmospheric conditions and identifies scalings that are physically consistent with established theories. Finally, chapter 6 addresses the full atmospheric column by developing OTProf. This deep-learning-based model estimates Cn2 profiles of high vertical resolution from low-resolution ERA5 pressure-level inputs. Trained on one year of mesoscale simulations, the model substantially outperforms the commonly used Hufnagel-Valley analytical model.
The estimated profiles exhibit a physically realistic vertical structure, although ML-typical smoothing leads to some underestimation of integrated turbulence parameters, such as the Fried parameter and the scintillation index.
Nevertheless, OTProf is regarded as a computationally efficient and considerably more accurate approach compared to traditional analytical models.
Taken together, this dissertation demonstrates that both numerical mesoscale modelling and machine learning deliver practical advances for optical turbulence estimation and FSOC applications. The overarching conclusion, however, is that the greatest potential lies in combining the two paradigms, which is viewed as a promising direction for future research.
We present a lightweight MobileNetV2-based U-Net architecture with dual attention mechanisms, optimized for edge deployment with only 0.31 million parameters. A new dataset MarsTanYard was created via a semi-automated dataset creation pipeline, enabling efficient annotation of Mars-analogue terrain imagery. Our deep learning network was trained on this dataset and integrated with a ROS2 navigation stack through a modular architecture that transforms segmentation masks into 2D occupancy grids that can be used for rover path planning. Our network achieves a 77% intersection-over-union accuracy for rock segmentation, and physical validation on a testing rover in a Mars analogue environment demonstrates a 94% detection rate for large rocks at close-range. An inference time of 4.49ms was achieved on the target rover hardware using model optimization techniques. The system maintains reliable operation across varying lighting conditions with less than 15% performance degradation.
Results show theoretical collision probability of 7.8 × 10^-7 per rock encounter, enabling months of autonomous operation for typical planetary missions. This work provides an end-to-end validation of the deep learning obstacle detection system, establishing a foundation for enhanced rover autonomy in future Mars exploration missions. ...
We present a lightweight MobileNetV2-based U-Net architecture with dual attention mechanisms, optimized for edge deployment with only 0.31 million parameters. A new dataset MarsTanYard was created via a semi-automated dataset creation pipeline, enabling efficient annotation of Mars-analogue terrain imagery. Our deep learning network was trained on this dataset and integrated with a ROS2 navigation stack through a modular architecture that transforms segmentation masks into 2D occupancy grids that can be used for rover path planning. Our network achieves a 77% intersection-over-union accuracy for rock segmentation, and physical validation on a testing rover in a Mars analogue environment demonstrates a 94% detection rate for large rocks at close-range. An inference time of 4.49ms was achieved on the target rover hardware using model optimization techniques. The system maintains reliable operation across varying lighting conditions with less than 15% performance degradation.
Results show theoretical collision probability of 7.8 × 10^-7 per rock encounter, enabling months of autonomous operation for typical planetary missions. This work provides an end-to-end validation of the deep learning obstacle detection system, establishing a foundation for enhanced rover autonomy in future Mars exploration missions.
reject disturbances up to 300Hz in tracking and correct pointing errors up to 40mrad in acquisition. The EKF output accuracy significantly degrades after 15 seconds due to GNSS antenna instability caused by the bending of the HAPS air frame.
...
reject disturbances up to 300Hz in tracking and correct pointing errors up to 40mrad in acquisition. The EKF output accuracy significantly degrades after 15 seconds due to GNSS antenna instability caused by the bending of the HAPS air frame.
theoretical modelling, wavefield propagation simulations, and experimental measurements to examine how varying the transmitter aperture radius affects scintillation relative to collimated beams under different turbulence conditions. The simulations and the theoretical model show that far-field scintillation grows as the beam becomes more defocused with increasing transmitter sizes for different turbulence conditions. Results indicate that while moderate defocusing doesn’t affect propagation performance, excessive defocusing in strong turbulence conditions amplifies irradiance fluctuations, potentially degrading acquisition efficiency from the computed amplitude statistics. Preliminary Experimental breadboard findings confirm the general trend but highlight discrepancies in absolute scintillation values due to laboratory downscaling constraints. ...
theoretical modelling, wavefield propagation simulations, and experimental measurements to examine how varying the transmitter aperture radius affects scintillation relative to collimated beams under different turbulence conditions. The simulations and the theoretical model show that far-field scintillation grows as the beam becomes more defocused with increasing transmitter sizes for different turbulence conditions. Results indicate that while moderate defocusing doesn’t affect propagation performance, excessive defocusing in strong turbulence conditions amplifies irradiance fluctuations, potentially degrading acquisition efficiency from the computed amplitude statistics. Preliminary Experimental breadboard findings confirm the general trend but highlight discrepancies in absolute scintillation values due to laboratory downscaling constraints.
Coherent Free Space Detection for Differential Phase Shift Keying
A Hardware-Based Approach to Optical Communication
Contactless Coarse Pointing Assembly
Development of a Wireless Power and Synchronous Data Transfer Interface for Free Rotation and Zero Torque Laser Beam Handling
This research looks into the field of contactless technology to analyse, design and develop a novel wireless interface for the continuous rotation, low torque and high precision pointing of CPAs, by aiming to eliminate all wired connections between the rotation axes. The conceptual design, analysis implementation and manufacturing of a contactless interface concept was carried out through a 10 month period, bringing the technology from TRL 1 to TRL 4, concluding with the testing and demonstration of a fully synchronous wireless power and bi-directional data transmission interface for CPA applications. The system accomplished a DC-DC raw power transfer efficiency of 73% and a maximum full duplex symbol rate over the contactless link of 100 kbps. Therefore, the contactless CPA interface displays the ability for a miniaturised and fully integrated solution to wirelessly couple power over free space while simultaneously enabling data transfer over a single coil element independent of any rotation effects.
The test results of the manufactured contactless interface displayed promise for the future implementation in a CPA, the system enables the full, undisturbed, continuous rotation of the CPA during operation. Complete pointing performance testing was not performed, however it is hypothesised that the implementation of the system would eliminate line resistance and material stiffness hysteric effects, conceivably removing all flex wrap induced pointing destabilisations and providing zero wear operations, removing instrument lifetime restrictions. However In doing so, the power transfer efficiency and number of signal data lines suffer a reduction as compared to flex wraps. As a part of this research, space radiation and thermal effects were not assessed in detail, however their influence was found to impact the overall design direction and component choices. ...
This research looks into the field of contactless technology to analyse, design and develop a novel wireless interface for the continuous rotation, low torque and high precision pointing of CPAs, by aiming to eliminate all wired connections between the rotation axes. The conceptual design, analysis implementation and manufacturing of a contactless interface concept was carried out through a 10 month period, bringing the technology from TRL 1 to TRL 4, concluding with the testing and demonstration of a fully synchronous wireless power and bi-directional data transmission interface for CPA applications. The system accomplished a DC-DC raw power transfer efficiency of 73% and a maximum full duplex symbol rate over the contactless link of 100 kbps. Therefore, the contactless CPA interface displays the ability for a miniaturised and fully integrated solution to wirelessly couple power over free space while simultaneously enabling data transfer over a single coil element independent of any rotation effects.
The test results of the manufactured contactless interface displayed promise for the future implementation in a CPA, the system enables the full, undisturbed, continuous rotation of the CPA during operation. Complete pointing performance testing was not performed, however it is hypothesised that the implementation of the system would eliminate line resistance and material stiffness hysteric effects, conceivably removing all flex wrap induced pointing destabilisations and providing zero wear operations, removing instrument lifetime restrictions. However In doing so, the power transfer efficiency and number of signal data lines suffer a reduction as compared to flex wraps. As a part of this research, space radiation and thermal effects were not assessed in detail, however their influence was found to impact the overall design direction and component choices.
Naval Free Space Optical communications
A simulation & control design of optical terminals operated in naval environments
There are also several critical challenges of WOC, namely its high dependence on stable atmospheric conditions. Recent advances in Vertical-Cavity Surface-Emitting Lasers (VCSELs), Avalanche Photodiodes (APDs), Adaptive Optics, Real-Time Control, Active Optics, etc., have all allowed the challenges of WOC to be addressed, increasing the feasibility of implementing such technology as a practical communication system. The application of WOC for Ground-to-Low-Earth-Orbit communication is referred to as Free Space Optical Communication (FSOC). This application remains the focus of this work.
To perform FSOC, 3 main elements are required; these include the transmitter, the transmission channel, and the receiver. The fundamental working principle of this technology is to modulate the information into an optical carrier, typically performed at the transmitter in simplex mode. As a section of the transmission channel passes through Earth’s atmosphere, this results in the introduction of disturbances due to the presence of turbulence in the different layers of Earth’s atmosphere.
Therefore, a functional FSOC system must possess precise and efficient pointing capabilities at both receiver and transmitter ends, such that the communication channel has the capacity to compensate for the atmospheric disturbances. Therefore, the Pointing Acquisition and Tracking (PAT) system must comply with stringent angular and angular-rate pointing requirements.
While there is plenty of contemporary research regarding the design and testing of ground-based Optical Communications Terminals (OCTs) meant for FSOC, currently, there is a gap in knowledge regarding mobile OCTs. Therefore, the focus of this work has centered on the expansion of knowledge by investigating the achievable performance of a mobile OCT placed on board a Royal Netherlands Navy frigate-sized ship. To summarize, this thesis has centered on answering: What is the strategy to simulate and control the effects that ship-wave disturbances have on a mobile Dual-Stage Optical Communications Terminal to determine if the achievable pointing precision is sufficient for performing Free Space Optical Communications in naval environments?
To answer this, a simulation strategy has been employed to divide the work required to answer this question into 3 main steps. Besides this strategy, literature research has been performed to determine suitable system and sub-system requirements in close cooperation with the customer and research partner, the Royal Netherlands Air Force (Koninklijke Luchtmacht). The 3 key requirements are as follows:
PATR-01: The total angular (static) and angular-rate (dynamic) Root Mean Square (RMS) pointing jitter error shall not exceed 50 [μrad] / [μrad/sec]. PATR-01-01: The precise pointing actuator model shall approximate the dynamics and performance characteristics of the Optics in Motion OIM5001 Fast Steering Mirror (FSM). PATR-01-02: The coarse actuator model shall approximate the dynamics and performance characteristics of the PlaneWave Instruments L-350 direct-drive telescope mount.
The first step regarding the implementation of the simulation strategy has been the incorporation of the recordings from an inertial measurement system (sampling rate of 200 Hz) on board a Royal Netherlands Navy frigate-sized ship into the performance analysis. These measurements provide the angular and angular-rate disturbances, which the dual-stage communications terminal would require to compensate for. These disturbances are of a stochastic nature, since, as of writing, there are limited time-based simulation tools that can accept signals/disturbances of a stochastic nature. The decision was made to perform the analysis in the frequency spectrum, where the disturbance signals are represented as Power Spectral Density (PSD) functions.
The second step involved the development of a simulation that is capable of approximating the performance characteristics of a dual-stage mobile OCT. To complete this step, the focus centered on creating 3 separate simulation models, each allowing for the expansion of the capabilities of the previous models. These include the Precise Pointing Actuator System (PPAS), which centered on recreating the closed-loop system dynamics of the FSM OIM5001 as an LTI spring-damper system, paired with a PID controller and a Quadcell Photodiode (QPD) tracking sensor sampling delay. The QPD tracking sensor errors are included in the analysis in the form of an additional PSD disturbance signal.
The Coarse Pointing Actuator System (CPS) centered on modeling the L-350 gimbal telescope mount as an LTI spring-damper system, paired with a PI controller and the same QPD sampling delay. Lastly, the 3rd model (DSAS) centered on combining the previous models into a combined dual-stage chief-deputy controller configuration, where the chief stage (PPAS) is being actively off-loaded by the deputy stage (CPAS).
The last step of the simulation strategy has been the determination of the achievable performance of the 3 simulation models. To achieve this, the Dynamic Error Budgeting (DEB) design analysis has been utilized, as it allows for the determination of the performance of a system to which stochastic disturbance signals are applied.
From the performance results, it is possible to argue that individual actuator stages are unsuitable for FSOC in naval environments. While the performance results of the PPAS simulation model result in pointing angle and angle-rate errors of ≈ 24.6% and ≈ 43.6% below PATR-01, the angular range requirements go beyond those achievable by the FSM actuator, standing at ≈ ±9.06 degrees, while the actuator specification states a maximum range of ±3 degrees [38].
While the performance results of the CPAS indicated achievable actuator effort and controller torque requirements, the system is incapable of complying with the pointing requirements, remaining ≈ 234.6% above the allowable pointing angle error requirement and ≈ 234.6% above the allowable pointing angle-rate error.
With an understanding of the performance limitations of individual stages, it is now possible to motivate the need for a dual-stage optical communications system. Therefore, it is now relevant to discuss the performance results of the DSAS, which are comprised of multiple controller bandwidth configurations. Notable from these results are the highest-performance configurations with chief and deputy controller configurations of 398/500 Hz and 765/500 Hz. Both of these are capable of complying with the pointing requirements, each remaining ≈ 5.5% and ≈ 46.3% below the pointing angle rate, while both achieving to remain > 90% under the pointing angle requirement. At the highest two performance configurations, it can be seen that the deputy controller requires ≈ 12 N·m and has a power consumption of ≈ 94 W, which is an increase from the base configuration of ≈ 66.2% and ≈ 412.8%, respectively, both still falling within the actuator specifications. Another relevant outcome is the significant reduction in angular range requirements of the chief actuator, where for the highest performance configurations it is only required to provide 1.2–1.4 mdegrees of range.
With the DSAS performance results, it is of relevance to verify and back up such findings. To this end, 3 verification steps have been performed. The first step involved the demonstration of the correct functioning of the frequency analysis; this has been obtained by passing a test signal with known properties through the entire frequency analysis pipeline. It was then possible to determine that the estimated properties differ from their original properties by only an average of 2%. The second step involved verifying the control design of the DSAS. To achieve this, the transfer functions developed under this work were compared against equivalent transfer functions from research papers, which were found to be equivalent to each other. The last step involved verifying the performance results obtained from the DEB design approach. To achieve this, an alternative time-analysis simulation has been utilized to reproduce the performance results. The difference between the results obtained from the alternative simulation methods and DEB analysis remains at a margin of 1.3–2.8%.
In conclusion, it is possible to argue that a Dual-Stage optical communications terminal with a chief-deputy controller configuration of 398/500 Hz or 765/500 Hz can be capable of performing FSOC in naval environments by fulfilling PATR-01 pointing requirements and PATR-01-01, PATR-01-02 actuator specification sub-requirements, with a preference for the higher-bandwidth configuration. Regarding future work, it is possible to recommend extending the sampling frequency to 10–20 kHz for the inertial measurements, as this could allow the recreation of phenomena that could be occurring at higher frequencies. Another crucial recommendation would be the expansion of the simulation models into specific models obtained from system identification, as these could potentially improve the estimates regarding torque and power requirements of the deputy stage of the DSAS, which has been approximated via simple geometry.
...
There are also several critical challenges of WOC, namely its high dependence on stable atmospheric conditions. Recent advances in Vertical-Cavity Surface-Emitting Lasers (VCSELs), Avalanche Photodiodes (APDs), Adaptive Optics, Real-Time Control, Active Optics, etc., have all allowed the challenges of WOC to be addressed, increasing the feasibility of implementing such technology as a practical communication system. The application of WOC for Ground-to-Low-Earth-Orbit communication is referred to as Free Space Optical Communication (FSOC). This application remains the focus of this work.
To perform FSOC, 3 main elements are required; these include the transmitter, the transmission channel, and the receiver. The fundamental working principle of this technology is to modulate the information into an optical carrier, typically performed at the transmitter in simplex mode. As a section of the transmission channel passes through Earth’s atmosphere, this results in the introduction of disturbances due to the presence of turbulence in the different layers of Earth’s atmosphere.
Therefore, a functional FSOC system must possess precise and efficient pointing capabilities at both receiver and transmitter ends, such that the communication channel has the capacity to compensate for the atmospheric disturbances. Therefore, the Pointing Acquisition and Tracking (PAT) system must comply with stringent angular and angular-rate pointing requirements.
While there is plenty of contemporary research regarding the design and testing of ground-based Optical Communications Terminals (OCTs) meant for FSOC, currently, there is a gap in knowledge regarding mobile OCTs. Therefore, the focus of this work has centered on the expansion of knowledge by investigating the achievable performance of a mobile OCT placed on board a Royal Netherlands Navy frigate-sized ship. To summarize, this thesis has centered on answering: What is the strategy to simulate and control the effects that ship-wave disturbances have on a mobile Dual-Stage Optical Communications Terminal to determine if the achievable pointing precision is sufficient for performing Free Space Optical Communications in naval environments?
To answer this, a simulation strategy has been employed to divide the work required to answer this question into 3 main steps. Besides this strategy, literature research has been performed to determine suitable system and sub-system requirements in close cooperation with the customer and research partner, the Royal Netherlands Air Force (Koninklijke Luchtmacht). The 3 key requirements are as follows:
PATR-01: The total angular (static) and angular-rate (dynamic) Root Mean Square (RMS) pointing jitter error shall not exceed 50 [μrad] / [μrad/sec]. PATR-01-01: The precise pointing actuator model shall approximate the dynamics and performance characteristics of the Optics in Motion OIM5001 Fast Steering Mirror (FSM). PATR-01-02: The coarse actuator model shall approximate the dynamics and performance characteristics of the PlaneWave Instruments L-350 direct-drive telescope mount.
The first step regarding the implementation of the simulation strategy has been the incorporation of the recordings from an inertial measurement system (sampling rate of 200 Hz) on board a Royal Netherlands Navy frigate-sized ship into the performance analysis. These measurements provide the angular and angular-rate disturbances, which the dual-stage communications terminal would require to compensate for. These disturbances are of a stochastic nature, since, as of writing, there are limited time-based simulation tools that can accept signals/disturbances of a stochastic nature. The decision was made to perform the analysis in the frequency spectrum, where the disturbance signals are represented as Power Spectral Density (PSD) functions.
The second step involved the development of a simulation that is capable of approximating the performance characteristics of a dual-stage mobile OCT. To complete this step, the focus centered on creating 3 separate simulation models, each allowing for the expansion of the capabilities of the previous models. These include the Precise Pointing Actuator System (PPAS), which centered on recreating the closed-loop system dynamics of the FSM OIM5001 as an LTI spring-damper system, paired with a PID controller and a Quadcell Photodiode (QPD) tracking sensor sampling delay. The QPD tracking sensor errors are included in the analysis in the form of an additional PSD disturbance signal.
The Coarse Pointing Actuator System (CPS) centered on modeling the L-350 gimbal telescope mount as an LTI spring-damper system, paired with a PI controller and the same QPD sampling delay. Lastly, the 3rd model (DSAS) centered on combining the previous models into a combined dual-stage chief-deputy controller configuration, where the chief stage (PPAS) is being actively off-loaded by the deputy stage (CPAS).
The last step of the simulation strategy has been the determination of the achievable performance of the 3 simulation models. To achieve this, the Dynamic Error Budgeting (DEB) design analysis has been utilized, as it allows for the determination of the performance of a system to which stochastic disturbance signals are applied.
From the performance results, it is possible to argue that individual actuator stages are unsuitable for FSOC in naval environments. While the performance results of the PPAS simulation model result in pointing angle and angle-rate errors of ≈ 24.6% and ≈ 43.6% below PATR-01, the angular range requirements go beyond those achievable by the FSM actuator, standing at ≈ ±9.06 degrees, while the actuator specification states a maximum range of ±3 degrees [38].
While the performance results of the CPAS indicated achievable actuator effort and controller torque requirements, the system is incapable of complying with the pointing requirements, remaining ≈ 234.6% above the allowable pointing angle error requirement and ≈ 234.6% above the allowable pointing angle-rate error.
With an understanding of the performance limitations of individual stages, it is now possible to motivate the need for a dual-stage optical communications system. Therefore, it is now relevant to discuss the performance results of the DSAS, which are comprised of multiple controller bandwidth configurations. Notable from these results are the highest-performance configurations with chief and deputy controller configurations of 398/500 Hz and 765/500 Hz. Both of these are capable of complying with the pointing requirements, each remaining ≈ 5.5% and ≈ 46.3% below the pointing angle rate, while both achieving to remain > 90% under the pointing angle requirement. At the highest two performance configurations, it can be seen that the deputy controller requires ≈ 12 N·m and has a power consumption of ≈ 94 W, which is an increase from the base configuration of ≈ 66.2% and ≈ 412.8%, respectively, both still falling within the actuator specifications. Another relevant outcome is the significant reduction in angular range requirements of the chief actuator, where for the highest performance configurations it is only required to provide 1.2–1.4 mdegrees of range.
With the DSAS performance results, it is of relevance to verify and back up such findings. To this end, 3 verification steps have been performed. The first step involved the demonstration of the correct functioning of the frequency analysis; this has been obtained by passing a test signal with known properties through the entire frequency analysis pipeline. It was then possible to determine that the estimated properties differ from their original properties by only an average of 2%. The second step involved verifying the control design of the DSAS. To achieve this, the transfer functions developed under this work were compared against equivalent transfer functions from research papers, which were found to be equivalent to each other. The last step involved verifying the performance results obtained from the DEB design approach. To achieve this, an alternative time-analysis simulation has been utilized to reproduce the performance results. The difference between the results obtained from the alternative simulation methods and DEB analysis remains at a margin of 1.3–2.8%.
In conclusion, it is possible to argue that a Dual-Stage optical communications terminal with a chief-deputy controller configuration of 398/500 Hz or 765/500 Hz can be capable of performing FSOC in naval environments by fulfilling PATR-01 pointing requirements and PATR-01-01, PATR-01-02 actuator specification sub-requirements, with a preference for the higher-bandwidth configuration. Regarding future work, it is possible to recommend extending the sampling frequency to 10–20 kHz for the inertial measurements, as this could allow the recreation of phenomena that could be occurring at higher frequencies. Another crucial recommendation would be the expansion of the simulation models into specific models obtained from system identification, as these could potentially improve the estimates regarding torque and power requirements of the deputy stage of the DSAS, which has been approximated via simple geometry.
Fine Pointing Assembly for Optical Ground Station
Tip-Tilt removal through feedback control
This thesis investigates the adaptation of laser altimeter technology for smaller platforms, focusing on the NLA (New Laser Altimeter) developed for the SER3NE (Selene's Explorer for Roughness, Regolith, Resources, Neutrons, and Elements) mission proposal. The instrument aims to improve the precision of Lunar topographic data to support the characterisation of future landing sites for crewed missions from a 12 U microsatellite. To meet the stringent SWaP constraints, the design will feature a transceiver and a single-photon detection system — an approach never previously applied to topographic altimeters.
This thesis aims to develop an optical design that fits the instrument within a 3 U volume. Given the innovative nature of the design, a trade-off analysis was conducted to evaluate several configurations based on their compactness, cross-coupling between the laser source and detector, footprint size at the target, co-alignment between the transmitter and receiver, and transmission losses. The selected design stood out in providing a footprint size in the range allowed by the requirements, reducing the probability of damage to the detector due to internal reflections from the laser, and guaranteeing a more stable co-alignment between the transmitter and receiver paths. It includes a transmitter with two 45° folding mirrors, a borehole mirror that allows the laser to pass while deflecting the returning signal, and a shared telescope.
A test campaign is then conducted on a dedicated optomechanical design to assess 1) its compliance with some trade-off criteria and 2) its functionality. The expansion performance is demonstrated as predictable and reliable, guaranteeing the desired divergence and footprint at the target. On the other hand, the transmittance is increased above the constraints by varying the angle of incidence of the light on the band-pass filter. For the functional tests, the quality of the wavefront is first evaluated, resulting in an aberration-free transmitter and a slightly worse receiver, but still acceptable for altimetry applications. Finally, the prototype is aligned thoroughly and tested for timing measurements with single-pixel detectors, successfully providing the range to the target.
In the next instrument development phase, throughout the pre-phase A studies in collaboration with ESA (European Space Agency) and relevant companies, the prototype will be enhanced to verify the performance in the other criteria and test its functionality in a relevant environment with a flight campaign. ...
This thesis investigates the adaptation of laser altimeter technology for smaller platforms, focusing on the NLA (New Laser Altimeter) developed for the SER3NE (Selene's Explorer for Roughness, Regolith, Resources, Neutrons, and Elements) mission proposal. The instrument aims to improve the precision of Lunar topographic data to support the characterisation of future landing sites for crewed missions from a 12 U microsatellite. To meet the stringent SWaP constraints, the design will feature a transceiver and a single-photon detection system — an approach never previously applied to topographic altimeters.
This thesis aims to develop an optical design that fits the instrument within a 3 U volume. Given the innovative nature of the design, a trade-off analysis was conducted to evaluate several configurations based on their compactness, cross-coupling between the laser source and detector, footprint size at the target, co-alignment between the transmitter and receiver, and transmission losses. The selected design stood out in providing a footprint size in the range allowed by the requirements, reducing the probability of damage to the detector due to internal reflections from the laser, and guaranteeing a more stable co-alignment between the transmitter and receiver paths. It includes a transmitter with two 45° folding mirrors, a borehole mirror that allows the laser to pass while deflecting the returning signal, and a shared telescope.
A test campaign is then conducted on a dedicated optomechanical design to assess 1) its compliance with some trade-off criteria and 2) its functionality. The expansion performance is demonstrated as predictable and reliable, guaranteeing the desired divergence and footprint at the target. On the other hand, the transmittance is increased above the constraints by varying the angle of incidence of the light on the band-pass filter. For the functional tests, the quality of the wavefront is first evaluated, resulting in an aberration-free transmitter and a slightly worse receiver, but still acceptable for altimetry applications. Finally, the prototype is aligned thoroughly and tested for timing measurements with single-pixel detectors, successfully providing the range to the target.
In the next instrument development phase, throughout the pre-phase A studies in collaboration with ESA (European Space Agency) and relevant companies, the prototype will be enhanced to verify the performance in the other criteria and test its functionality in a relevant environment with a flight campaign.
SRP-22 ALAR FOX
Fall DSE 2022: Regional Passenger Transport
The hydrogen is stored in a composite tank, located behind the aft pressure bulkhead. The fuel cell is placed under the cabin floor, just in front of the pressure bulkhead, such that less tubing is required to transport the hydrogen. The boil-off of the hydrogen is used to transform the hydrogen from its liquid state to its gaseous state, through the usage of glass rods. After that, the hydrogen is heated up until about 80◦C, which is the operating temperature of the fuel cell. The control system is controlled through a mechanical-powered hydraulic system. The elevator design includes horns to relieve the hinge moment.
One of the main goals was to reduce the environmental impact of the aircraft. The average temperature response of the SRP-22 is almost 83 times lower than that of the ATR 42 by 2064, which supports this goal. Noise has also been taken into account, which mainly stems from the propellers and airframe. It is found that the noise levels are well below the limits set by ICAO. The unit list price of the SRP-22 will be $19 million when using more optimistic fuel cell prices, while a least optimistic estimate results in a unit list price of $37 million. Moreover, the direct operational cost is around 10% lower than those of the ATR 72. Because of the usage of electric motors, the maintenance cost is expected to be lower than for a turboprop aircraft. ...
The hydrogen is stored in a composite tank, located behind the aft pressure bulkhead. The fuel cell is placed under the cabin floor, just in front of the pressure bulkhead, such that less tubing is required to transport the hydrogen. The boil-off of the hydrogen is used to transform the hydrogen from its liquid state to its gaseous state, through the usage of glass rods. After that, the hydrogen is heated up until about 80◦C, which is the operating temperature of the fuel cell. The control system is controlled through a mechanical-powered hydraulic system. The elevator design includes horns to relieve the hinge moment.
One of the main goals was to reduce the environmental impact of the aircraft. The average temperature response of the SRP-22 is almost 83 times lower than that of the ATR 42 by 2064, which supports this goal. Noise has also been taken into account, which mainly stems from the propellers and airframe. It is found that the noise levels are well below the limits set by ICAO. The unit list price of the SRP-22 will be $19 million when using more optimistic fuel cell prices, while a least optimistic estimate results in a unit list price of $37 million. Moreover, the direct operational cost is around 10% lower than those of the ATR 72. Because of the usage of electric motors, the maintenance cost is expected to be lower than for a turboprop aircraft.