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Adaptive Behavior skills are the conceptual, social, and practical skills that individuals learn to be able to function in their everyday lives (AAIDD, 2008). Measuring adaptive behavior is a way to summarize the effectiveness with which individuals meet the standards of personal independence and social responsibility expected for their age and cultural group. This paper discusses the history and development of adaptive behavior as a construct, its measurement, and its relationship to intelligence. Previous research has examined the relationship between adaptive and intellectual functioning; this study investigates adaptive performance among children with disabilities while controlling for the influence of intellectual level. Children with autism, specific learning disabilities, and mental retardation were studied to determine how they fared in the adaptive subdomains of communication, socialization, and activities of daily living. Data for the study were gathered by reviewing archives from special education records in a large, urban school district. Results indicated a positive and moderate relationship between intelligence and adaptive behavior, but only in the autism group. The groups differed in their performance on the subdomains of adaptive behavior; however, the pattern of adaptive skills for each diagnostic group was unique. Children with autism were found to have deficits in socialization, children with learning disabilities were found to have deficits in communication, and children with mental retardation showed deficits in all domains. These patterns held up even when IQ was controlled; however, the groups no longer differed on communication skills, suggesting that IQ is most strongly related to communication. Finally, the study revealed that full scale IQ, activities of daily living, and communication skills discriminate mental retardation from the other groups while socialization skills discriminate autism from the other groups. Implications of these findings are discussed relative to assessment practices, differential diagnosis, program development, and progress monitoring. / School Psychology

Direct-Down Conversion (DDC) principle based transceiver architectures are of interest to meet the diverse needs of present and future wireless systems. DDC transceivers have a simple structure with fewer analog components and offer low-cost, flexible and multi-standard solutions. However, DDC transceivers have certain circuit impairments affecting their performance in wide-band, high data rate and multi-user systems. IQ imbalance is one of the problems of DDC transceivers that limits their image rejection capabilities. Compensation techniques for frequency independent IQI arising due to gain and phase mismatches of the mixers in the I/Q paths of the transceiver have been widely discussed in the literature. However for wideband multi-channel transceivers, it is becoming increasingly important to address frequency dependent IQI arising due to mismatches in the analog I/Q lowpass filters. A hardware-efficient and standard independent digital estimation and compensation technique for frequency dependent IQI is introduced which is also capable of tracking time-varying IQI changes. The technique is blind and adaptive in nature, based on the second order statistical properties of complex random signals such as properness/circularity. A detailed performance analysis of the introduced technique is executed through computer simulations for various real-time operating scenarios. A novel technique for finding the optimal number of taps required for the adaptive IQI compensation filter is proposed and the performance of this technique is validated. In addition, a metric for the measure of properness is developed and used for error power and step size analysis. / Master of Science

Specific Emitter Identification (SEI) is the association of a received signal to an emitter, and is made possible by the unique and unintentional characteristics an emitter imparts onto each transmission, known as its radio frequency (RF) fingerprint. SEI systems are of vital importance to the military for applications such as early warning systems, emitter tracking, and emitter location. More recently, cognitive radio systems have started making use of SEI systems to enforce Dynamic Spectrum Access (DSA) rules. The use of pre-determined and expert defined signal features to characterize the RF fingerprint of emitters of interest limits current state-of-the-art SEI systems in numerous ways. Recent work in RF Machine Learning (RFML) and Convolutional Neural Networks (CNNs) has shown the capability to perform signal processing tasks such as modulation classification, without the need for pre-defined expert features. Given this success, the work presented in this thesis investigates the ability to use CNNs, in place of a traditional expert-defined feature extraction process, to improve upon traditional SEI systems, by developing and analyzing two distinct approaches for performing SEI using CNNs. Neither approach assumes a priori knowledge of the emitters of interest. Further, both approaches use only raw IQ data as input, and are designed to be easily tuned or modified for new operating environments. Results show CNNs can be used to both estimate expert-defined features and to learn emitter-specific features to effectively identify emitters. / Master of Science

This Bachelor thesis investigates the influence of prompt engineering and the integration of an Interaction Quality (IQ) feedback loop on the performance of ChatGPT-3.5 as a voice assistant. By analysing empirical data across multiple configurations, this study explores how these interventions affect response accuracy and efficiency. Findings suggest that prompt engineering tends to enhance system performance, though the benefits of the IQ feedback loop remain less clear and require further investigation. This study contributes to the field by delineating the potential for targeted modifications to improve dialogue system outputs in real-time applications.

This thesis contains design of beamforming network designed for passive radar antennas. The first part contains theory of passive radars and beamforming networks. The next part implies design of beamforming network at the block digram level. Then are choosed circuits for amplitude and phase control, including the design of control communication. It follows by realization of IQ phase shifter and his automatic measurement. Based on this results is phase shifter adjusted and PCB of 2x2 beamforming network is designed. Last part includes design of control application (Matlab) and control program for STM32F407VG microcontroller.

There are more and more people watching video streams over the Internet, and this has led to an increase in companies that compete for viewers. To improve the users experience, these companies can measure how their services are performing. The aim of this thesis was to recommend a way to measure the quality of service for a real time video streaming service. Three methods were presented; to buy the information from a content delivery network, extend existing analytics software or build a custom solution using packet sniffing. It was decided to extend existing analytics software. An evaluation was made on which software to extend. Four solutions were compared: Google Analytics, Mixpanel, Ooyala IQ and Piwik. The comparison was made using the analytic hierarchy process, comparing each alternative in their performance in criteria such as API maturity, flexibility, visualization and support. The recommended software to extend when building a real time video streaming service is Ooyala IQ which excel at flexibility and is easy to implement into existing solutions. It also had great capacity, offering no limit on how many events it can track per month, and finally it offers great dedicated support via telephone or email. / Det finns fler och fler personer som tittar på video strömmar på Internet, detta har lett till att nya företag har startats som konkurerar om tittare. För att förbättra kundupplevelsen kan man mäta hur tjänsten presterar. Målet med examensarbetet var att rekommendera hur man kan mäta tjänstekvalite för en realtidsvideoströmningstjänst. Tre olika lösningsförslag presenterades; att köpa informationen från en content delivery network, att bygga vidare på tillgängliga analytisk mjukvara eller att bygga ett eget paketsniffarprogram. Det bestämdes att bygga vidare på tillgänglig analytisk mjukvara. Fyra olika mjukvara jämfördes: Google Analytics, Mixpanel, Ooyala IQ och Piwik. Jämförelsen gjordes med hjälp av analytical hierarchy process, de olika alternativen jämfördes med avseende på: hur moget API:et var, flexibilitet, visualiseringen av data och support. Rekommendationen är att använda sig av Ooyala IQ som utmärker sig med avseende på flexibilitet, det var enkelt att använda deras API i sin egen lösning, det fanns ingen gräns på hur många händelser man kunde lagra per månad, och slutligen så fanns det dedikerad supportpersonal att nå via telefon eller email.

Dynestadsjön in Gamleby, Västervik municipality, has a history of collapses due to lack ofoxygen and high levels of salt, nitrogen and phosphorus. The high levels of nutrients havegiven rise to deteriorating living conditions for aquatic organisms. At the times when a collapsehas occurred, the upper water layer has become oxygen-free, which has led to a large part oflife in the water being lost. During the collapses, a powerful stench of sulfur was spread. Theaccumulated amounts of nutrients in the lake are assumed to have arisen due to the inflow ofbrackish water that occurs at regular intervals from Gamlebyviken. In recent years, numerousmeasures have been taken to reduce the nutrient load in the lake in order to improve its waterquality. A more innovative, and thus less proven measure, has been to pump water from thebottom layer of Dynestadsjön and use these volumes to irrigate crops. The volumes that arepumped contains significant amounts of the undesirable nutrients and thereby reduce thestress of the lake and its organisms. In order to perform this and other possible measures ona larger scale, it is necessary to be aware of the mass balance of salt and nutrients that existsin the lake. The aim of this study has been to map out the various flows that make up the massbalance and recreate it in the form of a simulation model in the programs MATLAB andSimulink. Also, an evaluation of the effects of the withdrawn volumes through pumping hasbeen performed and a discussion of what affects the inflow and outflow from Dynestadsjön'soutlet has been made.From the results it can be stated that the exchange of water that takes place at the lake's outletstrongly affects the mass balance of salt and nutrients in Dynestadsjön. It can also be statedthat the change in the amount of nutrients in the lake largely follows the same pattern as itsvolume. When inflow of brackish water from Gamlebyviken occurs, the amount of saltincreases and thus also the salinity. The runoff which contains a relatively low salinitycontributes to a diluting factor of salinity. This flow, on the other hand, supplies the lake withundesirable amounts of nitrogen and phosphorus as a result of a catchment area where theland use mainly consists of forestry and agriculture. The volumes extracted from the bottomlayer have contributed with a clearly reduced amount of nutrients relative to the startingamounts. The amounts that have been added to the layer through sedimentation and stratifyingis however unknown. High levels of salt are pumped out with the irrigation water. If theseamounts are enriched in the soil, it may cause problems in future harvests. The constant shiftsin the direction of flow at the outlet of Dynestadsjön are assumed to be due to so-called wateroscillation arising on the coast because of strong winds. The deep, long, narrow Gamlebyvikenwith its open inlet towards the sea is considered to have great potential for this phenomenonto occur. Variations in air pressure are also considered to affect the flow. For the time periodexamined, the variations of the air pressure have been evaluated. These variations correspondto large changes in the water level compared with the lake's location above sea level. / Dynestadsjön i Gamleby, Västerviks kommun, har en historia av kollapser till följd av syrebristsamt höga halter havssalt, kväve och fosfor. De höga halterna näringsämnen har gett upphovtill försämrade levnadsförhållanden för fisk och andra vattenlevande organismer. Då sjönkollapsar stiger syrefritt bottenvatten upp till ytskiktet och orsakar fiskdöd. Vid kollapserna haräven en kraftfull stank av svavel spridit sig intill sjön. De ackumulerade mängderna salter i sjönantas uppkommit på grund av inflöde av bräckt vatten från Gamlebyviken till Dynestadsjön.Flertalet åtgärder har utförts för att minska näringsbelastningen från land till sjön för attförbättra vattenkvaliteten. Dessa åtgärder har främst varit anläggning av fosfordammar,tvåstegsdiken samt våtmarker. En mer nytänkande, och därmed mindre beprövad åtgärd äratt pumpa vatten från sjöns bottenskikt för att sedan använda detta näringsrika vatten tillbevattning av grödor. Tanken är att volymerna som pumpas upp ska återföra näringsämnentill land och skapa en återcirkulation av det näringsrika vattnet. För att kunna utföra detta samtandra eventuella åtgärder i större skala krävs det förståelse om den massbalans avnäringsämnen som råder i sjön. Syftet med arbetet har varit att utföra mätningar för attkartlägga de olika flödena som utgör massbalansen och återskapa denna i form av en modelli programmen MATLAB och Simulink. En utvärdering kring effekten av de uttagna volymernagenom pumpning har utförts samt en diskussion kring vad som påverkar in- och utflödet urDynestadsjöns utlopp har genomförts.Resultatet visar att det utbyte av vatten som sker vid sjöns utlopp kraftigt påverkarmassbalansen av salt, kväve och fosfor i Dynestadsjön. Vid inflöden av bräckt vatten frånGamlebyviken till Dynestadsjön ökar mängden salt. Tillrinningen från land och andravattendrag har en relativt låg salthalt och bidrar med en utspädande faktor. Flödet förserdäremot sjön med oönskade mängder kväve och fosfor som ett resultat av ettavrinningsområde där markanvändningen till största del består av skogs- och jordbruk.Simuleringarna visar att de uttagna volymerna från bottenskiktet har bidragit till att minskamängden näringsämnen med 25 % relativt de ursprungliga mängderna. Hur stora mängdersom tillkommit skiktet genom sedimentation och skiktning är dock oklart. Höga halter av salthar pumpats upp med bevattningsvattnet. Om mängderna anrikas i marken kan det påverkamarkbördigheten och orsaka problem vid framtida skördar. De ständiga skiftningarna avflödets riktning vid Dynestadsjöns utlopp antas delvis bero av vattenpendling uppkommen vidkusten som ett resultat av kraftiga vindar. Den djupa, långsmala Gamlebyviken anses ha godpotential för att detta fenomen ska kunna inträffa. Även variationer i lufttrycket anses påverkaflödet. För den undersökta tidsperioden har variationerna av lufttrycket utvärderats. Dessavariationer motsvarar förändringar av vattenståndet av samma storleksordning som sjönsbelägna nivå över havet.