Implementation and applications of chaotic oscillatory based neural network for wind prediction problems

Author name used in this publication: J. N. K. LIU2011-2012 > Academic research: refereed > Publication in refereed journalVersion of RecordPublishe

Weather Forecasting Using Merged Long Short-term Memory Model

Over decades, weather forecasting has attracted researchers from worldwide communities due to itssignificant effect to global human life ranging from agriculture, air trafic control to public security. Although formal study on weather forecasting has been started since 19th century, research attention to weather forecasting tasks increased significantly after weather big data are widely available. This paper proposed merged-Long Short-term Memory for forecasting ground visibility at the airpot using timeseries of predictor variable combined with another variable as moderating variable. The proposed models were tested using weather timeseries data at Hang Nadim Airport, Batam. The experiment results showedthe best average accuracy for forecasting visibility using merged Long Short-term Memory model and temperature and dew point as a moderating variable was (88.6%); whilst, using basic Long Short-term Memory without moderating variablewasonly (83.8%) respectively (increased by 4.8%)

Comparison of sea-ice freeboard distributions from aircraft data and cryosat-2

The only remote sensing technique capable of obtain- ing sea-ice thickness on basin-scale are satellite altime- ter missions, such as the 2010 launched CryoSat-2. It is equipped with a Ku-Band radar altimeter, which mea- sures the height of the ice surface above the sea level. This method requires highly accurate range measure- ments. During the CryoSat Validation Experiment (Cry- oVEx) 2011 in the Lincoln Sea, Cryosat-2 underpasses were accomplished with two aircraft, which carried an airborne laser-scanner, a radar altimeter and an electro- magnetic induction device for direct sea-ice thickness re- trieval. Both aircraft flew in close formation at the same time of a CryoSat-2 overpass. This is a study about the comparison of the sea-ice freeboard and thickness dis- tribution of airborne validation and CryoSat-2 measure- ments within the multi-year sea-ice region of the Lincoln Sea in spring, with respect to the penetration of the Ku- Band signal into the snow

Improving meteorological information to air transport

Meteorological information and services supporting the various operations of air transport enable a safe, efficient and cost-effective operating environment for airspace users, air navigation service providers and air traffic management. The continuing pursuit towards an improved quality of observation, forecasting and decision support services is driven by an increasingly weather-sensitive society and growing impacts of hazardous weather events. This thesis provides an overview of the field of aeronautical meteorological research by introducing the organisations involved, global and regional strategies, impacts of weather on air transport, current state of the art in meteorological research and decision support systems serving air transport needs with a view of where the field should evolve next. This thesis is an attempt to highlight key findings and point the reader towards the direction of further research on the given topics. Research supporting air transport operations with the optimal use of weather information is a specialized field where advances are led by the needs of various airspace users. Research institutions for example in the United States have contributed greatly due to the severe weather impacts experienced by the National Airspace System (NAS), the ability of the Federal Aviation Administration (FAA) and the National Oceanic and Atmospheric Administration (NOAA) to direct long-term funding to solve specific aviation-related research questions. The creation and maintenance of long-lived teams of scientists and engineers working together to produce end-to-end solutions that meet the needs of the aviation industry is the key to improving meteorological information to aviation users while university research is typically shorter duration and typical does not result in operational systems. From a global perspective, research is yet to be organised in a way that would contribute to solving aviation issues beyond single research projects and/or programmes. There is a lot more the scientific community could do to develop tailored information to decision support systems used by the aviation sector, but it would require systematic investments and the establishment of research groups focusing on the applied science questions and technology transfer. This thesis provides an overview of recommended decision support system development topics with an outline of potential milestones

Improving meteorological information to air transport

Meteorological information and services supporting the various operations of air transport enable a safe, efficient and cost-effective operating environment for airspace users, air navigation service providers and air traffic management. The continuing pursuit towards an improved quality of observation, forecasting and decision support services is driven by an increasingly weather-sensitive society and growing impacts of hazardous weather events. This thesis provides an overview of the field of aeronautical meteorological research by introducing the organisations involved, global and regional strategies, impacts of weather on air transport, current state of the art in meteorological research and decision support systems serving air transport needs with a view of where the field should evolve next. This thesis is an attempt to highlight key findings and point the reader towards the direction of further research on the given topics. Research supporting air transport operations with the optimal use of weather information is a specialized field where advances are led by the needs of various airspace users. Research institutions for example in the United States have contributed greatly due to the severe weather impacts experienced by the National Airspace System (NAS), the ability of the Federal Aviation Administration (FAA) and the National Oceanic and Atmospheric Administration (NOAA) to direct long-term funding to solve specific aviation-related research questions. The creation and maintenance of long-lived teams of scientists and engineers working together to produce end-to-end solutions that meet the needs of the aviation industry is the key to improving meteorological information to aviation users while university research is typically shorter duration and typical does not result in operational systems. From a global perspective, research is yet to be organised in a way that would contribute to solving aviation issues beyond single research projects and/or programmes. There is a lot more the scientific community could do to develop tailored information to decision support systems used by the aviation sector, but it would require systematic investments and the establishment of research groups focusing on the applied science questions and technology transfer. This thesis provides an overview of recommended decision support system development topics with an outline of potential milestones.Tieto ilmakehän nykyisestä ja tulevasta tilasta sekä tätä tietoa ilmailun tarpeisiin tuottavat palvelut mahdollistavat turvallisen, toimivan sekä kustannustehokkaan toimintaympäristön ilmatilan käyttäjille, ilmailun palveluiden tuottajille sekä ilmatilan hallintaa toteuttaville tahoille. Vaarallisille sääilmiöille herkemmäksi kehittyvä yhteiskunta vaatii havaintojen, ennusteiden sekä päätöksenteon tukijärjestelmien jatkuvaa kehittämistä asiakkaiden tarpeisiin. Tämä lisensiaatintutkielma tarjoaa maailmanlaajuisen yleiskatsauksen ilmailun sääpalveluiden tutkimukseen ja tuotekehitykseen pyrkimyksenään esitellä keskeiset toimijat, alueelliset ja kansalliset kehittämisohjelmat ja strategiat, sään vaikutukset ilmailulle, ilmailun sääpalveluiden nykytila sekä tulevaisuuden toimintaympäristön edellyttämät uudet lentosääpalvelut. Tavoitteena on korostaa ilmailun kannalta tärkeimpiä meteorologisia kehityskohteita ja ohjata lukija jo tehdyn tutkimuksen pariin. Ilmailun toimintoja tukevien sääpalveluiden kehittämiseen tähtäävä tutkimus on hyvin soveltava erikoisala, missä asiakkaiden tarpeet määrittävät tutkimuskohteet. Kehitys on keskittynyt voimakkaasti Yhdysvaltoihin, mihin on syynä kapasiteetin äärirajoilla toimiva ilmatila sekä kyky rahoittaa pitkäkestoisia meteorologisia tutkimushankkeita ilmailun tarpeisiin. Meteorologian tutkijoiden ja insinöörien pitkäkestoinen yhteistyö tuottaa koko arvoketjun kattavia projekteja, joiden lopputuloksena syntyy asiakkaan tarpeisiin räätälöityjä palveluita hyödyntäen yliopistoissa tehtävää tutkimusta sekä tietoteknisten ratkaisujen kehittymistä. Maailmanlaajuisesti katsottuna ilmailun sääpalveluiden tutkimusta ja tuotekehitystä ei ole toistaiseksi järjestetty yhtenäisen strategian tai tavoitteiden alle. Tieteellinen yhteisö pystyisi kasvattamaan merkittävästi panostaan ilmailun turvallisuuden kehittämiseksi, mikäli tuotekehityksen rahoitus organisoitaisiin paremmin ja osaaminen keskitettäisiin soveltavan tutkimuksen ryhmiin. Tämä tutkielma sisältää suosituksia päätöksenteon tukijärjestelmiin integroitavista sääpalveluista, joiden avulla säätilan vaikutus lentotoiminnalle voidaan viedä suoraan päätöksentekotasolle. Tutkielmassa esitettyjen projektiaihioiden tarkoituksena esittää konkreettisia toimenpiteitä, joilla varmistutaan tutkimuksen soveltuvuudesta loppukäyttäjien toimintaan

Small business innovation research. Abstracts of 1988 phase 1 awards

Non-proprietary proposal abstracts of Phase 1 Small Business Innovation Research (SBIR) projects supported by NASA are presented. Projects in the fields of aeronautical propulsion, aerodynamics, acoustics, aircraft systems, materials and structures, teleoperators and robots, computer sciences, information systems, data processing, spacecraft propulsion, bioastronautics, satellite communication, and space processing are covered

Proceedings of the 2018 Canadian Society for Mechanical Engineering (CSME) International Congress

Published proceedings of the 2018 Canadian Society for Mechanical Engineering (CSME) International Congress, hosted by York University, 27-30 May 2018