5 research outputs found

    Formal verification and co-simulation in the design of a synchronous motor control algorithm

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    Mechatronic systems are a class of cyber-physical systems, whose increasing complexity makes their validation and verification more and more difficult, while their requirements become more challenging. This paper introduces a development method based on model-based design, co-simulation and formal verification. The objective of this paper is to show the applicability of the method in an industrial setting. An application case study comes from the field of precision servo-motors, where formal verification has been used to find acceptable intervals of values for design parameters of the motor controller, which have been further explored using co-simulation to find optimal values. The reported results show that the method has been applied successfully to the case study, augmenting the current model-driven development processes by formal verification of stability, formal identification of acceptable parameter ranges, and automatic design-space exploration

    Uncertainty Quantification and Runtime Monitoring Using Environment-Aware Digital Twins

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    A digital twin for a Cyber-Physical System includes a simulation model that predicts how a physical system should behave. We show how to quantify and characterise violation events for a given safety property for the physical system. The analysis uses the digital twin to inform a runtime monitor that checks whether the noise and violations observed fall within expected statistical distributions. The results allow engineers to determine the best system configuration through what-if analysis. We illustrate our approach with a case study of an agricultural vehicle

    Mitigating gaseous emissions following land application of manure slurry in growing crops

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    The agricultural sector contributes substantially to global pollution, as it accounts for a significant amount gaseous emission of ammonia (NH3), greenhouse gases, volatile organic  ompounds (VOC), and hydrogen sulfide (H2S). Agriculture accounts for 75% of the global NH3 emission with the primary sources being production units for livestock, storage facilities and land application of animal manure. Regardless of continuously updated legislation and regulations, Denmark does not meet the targeted NH3 reduction agreed upon in the National Emission Ceilings Directive from the European Union. Field application of liquid animal manure (slurry) accounts for 28% of the NH3 emissions in Denmark. For decades research has been carried out in order to mitigate these emissions. Several factors affect the emission, such as soil, slurry, and crop type and conditions, meteorological conditions, and application method and rate. Furthermore, all of the parameters interact with each other, making it difficult to isolate and quantify singular effects. Different strategies are applied in order to mitigate emissions, including manure  reatment prior to application, optimal field management (crop rotation allowing direct soil injection), timing of application, and low emission application techniques. In growing cereal crops most low emission application techniques apply slurry at the surface in bands. Although extensive research has been carried out, there is still a knowledge gap concerning the interaction effects. There is a need for a high precision measurement method that can quantify NH3 emission patterns and relatively small differences in cumulative emission in order to document the effects. The research in this Ph.D. thesis examines the mechanisms that have an impact on NH3 emission from surface applied manure in growing crops in order to investigate which circumstances will lead to successful or unsuccessful abatement using both well known and new application techniques. For this purpose, a system of dynamic chambers and online measurements of NH3 flux with Cavity Ring-Down Spectroscopy was developed. A series of field experiments were conducted with this system under a large variety of conditions. The measuring system allow for NH3 flux measurements with a low variation, high time resolution, and long measuring periods. In addition, a new method for quantification of the exposed surface area (ESA) of the slurry at the soil surface over time has been developed. It is demonstrated that the method can be used to gain further knowledge aboutthe slurry-soil interaction after surface application of slurry. The results presented show that the interaction between soil type and application technique is important when assessing the low emission application techniques in terms of their success in reducing emission. Measurements of ESA proved useful as an explanatory variable to explain why different slurry treatments mitigate the emission under certain circumstances but not under other. The ESA results also highlights the importance of gaining further knowledge about slurry infiltration into the soil after application and  haracterization of increased dry matter in the air-slurry boundary layer including quantification of a possible crust formation. Air temperature is known to have an important effect on NH3 emission. Analysis of data from 19 experiments reveals a positive response of cumulative NH3 emission to the  emperature at application up to a temperature of approximately 14°C. After this, a further increase in temperature does not change the cumulative NH3 emissions. It is hypothesized that the absence of temperature effect over a certain point is caused by an increased resistance of NH3 transport due to increased dry matter at the slurry-air interface. When combining a Proton Transfer Reaction Time-of-Flight Mass Spectrometer with the dynamic chambers, it is possible to measure, identify, and quantify emissions of non-methane VOC and H2S after field application of manure. The system allows for precise measurements of the emission dynamics over time and estimations of the odor activity value
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