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	<title>self-driving car &#8211; TalTech Embedded AI Research Lab</title>
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	<description>TalTech Embedded AI Research Lab</description>
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	<title>self-driving car &#8211; TalTech Embedded AI Research Lab</title>
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		<title>Road to TalTech ISEAUTO. 1/4: Dismantling the Mitsubishi i-Miev</title>
		<link>https://iot.ttu.ee/iseauto-saamislugu-1/</link>
		
		<dc:creator><![CDATA[kikas]]></dc:creator>
		<pubDate>Tue, 18 Sep 2018 07:05:06 +0000</pubDate>
				<category><![CDATA[Autotööstus]]></category>
		<category><![CDATA[Platform]]></category>
		<category><![CDATA[isesõitev auto]]></category>
		<category><![CDATA[Mitsubishi]]></category>
		<category><![CDATA[self-driving car]]></category>
		<guid isPermaLink="false">https://iot.ttu.ee/et/?p=511</guid>

					<description><![CDATA[TalTech Iseauto is developed by TalTech students of the School of Information Technologies and the School of Engineering and Silberauto AS. ABB [&#8230;]]]></description>
										<content:encoded><![CDATA[<p><em>TalTech Iseauto is developed by TalTech students of the School of Information Technologies and the School of Engineering and Silberauto AS. ABB has also contributed as one of the project’s partners.</em></p>
<p><b>Introduction</b></p>
<p align="justify">The 21st century has changed a lot about the digital world around us: desktop computers have been replaced by laptops, mobile phones with smartphones and there is no longer distant from the time where vehicles that do not have the steering wheel, pedals and other controls necessary to drive, are going to be on the streets. Such vehicles are called self-driving vehicles, and one such development is also being addressed at Tallinn University of Technology (TalTech). In the following posts, we will describe the completion of the TalTech Iseauto in  four parts. First of all, we will investigate what one electric vehicle hides and how we can take control of it.</p>
<p><b>The Idea of TalTech Iseauto project</b></p>
<p align="justify">In the spring of 2017, TalTech and Silberauto AS signed a cooperation agreement to develop the self-driving bus for TalTech&#8217;s 100th anniversary. This is a six-seater bus, based on the Mitsubishi i-Miev electric car rack and Silberauto AS-made restructure. The purpose of the bus is to travel independently on the TalTech campus. Also, there are no necessary equipments for driving, including the steering wheel, pedals, gear lever. The second major objective of the project is to increase competence in self-driven vehicles. Moreover, TalTech makes its own automobile a special feature that most of the development work is done by the students, which creates the opportunity to acquire teamwork experience and provide the practical skills necessary for work in the industry.</p>
<p><b>Mitsubishi i-Miev</b></p>
<figure id="attachment_531" style="width: 1024px"  class="wp-caption aligncenter"><img fetchpriority="high" decoding="async" class="wp-image-531 size-large" src="https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-1024x645.jpeg" alt="" width="1024" height="645" srcset="https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-1024x645.jpeg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-300x189.jpeg 300w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-768x484.jpeg 768w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-830x523.jpeg 830w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-230x145.jpeg 230w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-350x220.jpeg 350w, https://iot.ttu.ee/wp-content/uploads/2018/09/Mitsubishi-i-Miev-lühem-480x302.jpeg 480w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption class="wp-caption-text">Mitsubishi i-Miev</figcaption></figure>
<p align="justify">The basis of Iseauto was an already existing electric vehicle. The Mitshubishi i-Miev was found suitable for the project. With the development of the TalTech vehicle as the &#8220;last mile solution&#8221;, the i-Mievi 47kW engine is sufficient for this purpose. The travel distance per loading is also slightly more than 100km, which allows a large part of the day to keep up the battery when traveling around a small area of land. Also, its small dimensions and turning radius allow easy handling on narrow roads inside the TalTech&#8217;s campus. However, as the goal was to make a bus from the car, it was necessary to start dismantling the hull. The result is an undercarriage in the picture, from which all the remains are removed.</p>
<figure id="attachment_533" style="width: 1024px"  class="wp-caption aligncenter"><img decoding="async" class="wp-image-533 size-large" src="https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-1024x465.jpg" alt="" width="1024" height="465" srcset="https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-1024x465.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-300x136.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-768x349.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-830x377.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-230x104.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-350x159.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/09/Iseauto-alusvanker-lühem-480x218.jpg 480w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption class="wp-caption-text">Mitsubishi i-Miev undercarriage</figcaption></figure>
<p><strong>Getting to know the Mitsubishi i-Miev&#8217;s driving logic</strong></p>
<p align="justify">Getting to know Mitsubishi i-Miev&#8217;s driving logic was one of the first objectives of the project. Our goal was to find out what signals we need to transmit to the car&#8217;s electronic circuitry so that we can imitate some devices, such as the accelerator pedal or gear lever. To do this, we used a lot of so-called reverse engineering, where, in essence, we measured, for example, the gas signal coming out from the accelerator and its change in time when we pressed the gas pedal. We also had the opportunity to read messages from the car&#8217;s electronic control unit (ECU),  which messages where transmitted along the car CAN-bus. The CAN interface is a communication interface between the so-called &#8220;brains&#8221; of the car and other electronic units. These messages are short messages that are exchanged up to 100 times per second. One car can have several dozen ECUs, each with its own specific task. Each ECU issues messages with a different identifier, which helps to understand which ECU has transmitted the message. Understanding which message has specific identifier and what form it transmits,we had to use help from the Internet because we had no documentation, and it was not possible to get it from the car manufacturer. Unfortunately, there are also no explanations available on the Internet for all messages, and therefore we can only use a handful of information that we need to get to take over the management of the car.</p>
<p><b>The driving logic of Mitsubishi i-Mievi</b></p>
<p align="justify">As the car&#8217;s one of the most important parts in addition to the steering wheel is the gas and brakes pedals, we first established the acceleration pedal control logic. To do this, we pressed the accelerator connected to the i-Miev electronics circuit and looked at how the signals change. We found that the main signal of the accelerator pedal is twice as large as the sub signal.</p>
<figure id="attachment_535" style="width: 1024px"  class="wp-caption aligncenter"><img decoding="async" class="wp-image-535 size-large" src="https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-1024x526.jpg" alt="" width="1024" height="526" srcset="https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-1024x526.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-300x154.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-768x394.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-830x426.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-230x118.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-350x180.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pedaalid-lühem-480x246.jpg 480w" sizes="(max-width: 1024px) 100vw, 1024px" /><figcaption class="wp-caption-text">Brake and gas pedal on i-Miev</figcaption></figure>
<p align="justify">It&#8217;s extremely easy to control a gearbox on an electric motor car. The ECU has one input for each gear, and if this input voltage level is high, then the corresponding gear is turned on, and if it is low, then the gear is off. On the CAN-bus, there is also a certain message from which you can get feedback on which gear is turned on. If there are several gears turned on or none of them, then this can also be known.</p>
<figure id="attachment_526" style="width: 600px"  class="wp-caption aligncenter"><img loading="lazy" decoding="async" class="wp-image-526" src="https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-912x1024.jpg" alt="" width="600" height="674" srcset="https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-912x1024.jpg 912w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-267x300.jpg 267w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-768x863.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-830x932.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-230x258.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-350x393.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/09/Käigukast-test-480x539.jpg 480w" sizes="(max-width: 600px) 100vw, 600px" /><figcaption class="wp-caption-text">Gear lever on i-Miev</figcaption></figure>
<p align="justify">By investigating the behavior of the steering we decided to solve the rotation of the car by turning the steering motor direct. In order to make the car&#8217;s steering wheel easier to rotate, today, every car&#8217;s steering wheel has power steering. As the power steering is an electric motor, giving the flow in one direction it turns the wheels to one side and if the flow is turned around the wheels turn to other side. The information about steering wheel position can be read from CAN-bus there i-Mievs steering wheel sensor  tells you which position the steering wheel is in relation to the zero position with 0.5 degrees precision. Since it is in the position of the steering position, not the wheels, a small conversion must be made and we can use the steering wheel sensor to determine the position of the wheels.</p>
<p align="justify">Braking control on the car is probably the most difficult one. A lot of different sensors must work together, but let&#8217;s not get very technical. The essential parts of our brakes are the brake pump, the solenoids, and the pressure on their brakes in their work. How exactly these elements are used on Iseauto, already in the next posts.</p>
<figure id="attachment_522" style="width: 900px"  class="wp-caption aligncenter"><img loading="lazy" decoding="async" class="wp-image-522" src="https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-1024x768.jpg" alt="" width="900" height="675" srcset="https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-1024x768.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-300x225.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-768x576.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-830x623.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-230x173.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-350x263.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/09/Pidurisüsteem-2mb-480x360.jpg 480w" sizes="(max-width: 900px) 100vw, 900px" /><figcaption class="wp-caption-text">Brake pump with its ECU on i-Miev</figcaption></figure>
<p align="justify">I-Miev has a conventional mechanical wireline solution for handbrake, which you can find in the most of older and cheaper class cars between the two front seats on the right hand side of the driver. Due to the design of my car, the same solution must be left out and it is planned to replace the mechanical handbrake with one of the most commonly used electric handbrakes today.</p>
<p align="justify">With that, we have reviewed everything that we plan to start managing ourselves. How do we do that, the next time.</p>
<p>&nbsp;</p>
<p><em>The Ministry of Education and Research and the Estonian Research Council are supporting the completion of the blog.</em></p>
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		<item>
		<title>Smart city concept at TTÜ campus</title>
		<link>https://iot.ttu.ee/asjade-internet-meie-umber/</link>
		
		<dc:creator><![CDATA[Mairo Leier]]></dc:creator>
		<pubDate>Wed, 27 Jun 2018 09:16:06 +0000</pubDate>
				<category><![CDATA[Cumulocity]]></category>
		<category><![CDATA[LTE Cat-M1]]></category>
		<category><![CDATA[NB-IoT]]></category>
		<category><![CDATA[Platform]]></category>
		<category><![CDATA[Wireless]]></category>
		<category><![CDATA[LoRaWAN]]></category>
		<category><![CDATA[LTE-CatM1]]></category>
		<category><![CDATA[self-driving car]]></category>
		<category><![CDATA[]]></category>
		<guid isPermaLink="false">https://iot.ttu.ee/?p=166</guid>

					<description><![CDATA[The Internet of Things around us In recent years, one of the more started Internet of Things (IoT) has been to categorize [&#8230;]]]></description>
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<h3 id="gt-apb-c">The Internet of Things around us</h3>
<div><span title="Viimastel aastatel on ühe rohkem hakatud Asjade Interneti (ingl. k. Internet of Things, IoT) alla liigitama kõiki seadmeid, mis mingil moel on ühendatud omavahel võrku ning suudavad üksteisega ilma inimese osaluseta suhelda.">In recent years, one of the more started Internet of Things (IoT) has been to categorize all devices that are in some way interconnected with the network and are able to communicate with each other without the participation of a person. </span><span title="Selliste seadmete kasutusvõimaluste nimekiri täieneb iga päevaga, alustades personaalsest meditsiinist ja targast kodus ja lõpetades targa linna, kodumasinate ning isejuhtivate sõidukitega.">The list of applications for such equipment increases day by day, starting with personalized medicine and smart home and ending with a smart city, home appliances and self-driving vehicles. </span><span title="Peamiseks IoT seadmete omapäraks on nende väike energiatarve ja odav hind, mis avardab nende kasutusvõimalusi oluliselt.">The main feature of IoT devices is their low power consumption and low cost, which greatly extend their use. </span><span title="IoT seadmete võtmeteguriteks nende disainimisel  on jällegi ohutus ja turvalisus, mis on kohati tõusnud suureks probleemiks paljude lahenduste puhul. ">The key factors in the IoT devices when designing them are safety and security, which has once again become a major problem for many solutions.</span></div>
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<h3 class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Asjade Interneti arendusvõimalused ja arengud TTÜ linnakus ">Developments in the IoT and Developments at the TTÜ</span></span></h3>
<p class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="TTÜ on eesmärgiks võtnud luua linnakusse laialdased võimalused targa linna konteptsiooni arenduseks.">TTÜ has aimed to create a wide range of opportunities for the city to develop a smart city context. </span><span title="See annab võimaluse mängida läbi võimalikud lahendused, milliseid kommunikatsioonilahendusi kasutada, kuidas seadmed omavahel suhtlema panna ja kuidas tagada andmete turvalisus.">It provides the opportunity to play through possible solutions, which communication solutions, how to interact with devices, and how to secure data security. </span><span title="Selleks on vaja kaasata partnereid erinevatest valdkondadest, kes aitavad luua võimalused kas siis erinevate kommunikatsiooniliideste, platvormide, riistvara või ka probleem-situatsioonide näol.">To do this, you need to involve partners from a variety of areas that help create opportunities through different communication interfaces, platforms, hardware, or problem situations. </span><span title="See aitab luua keskkonna, mis on eelduseks võimalikele koostööprojektele, uurimisvaldkondade suundadele  ning lõputööde teemadele tudengitel.">It helps to create an environment that is prerequisite for possible collaborative projects, areas of research, and graduation theses in students. </span><span title="Praktiliste probleemide uurimine, mille tulemusi saab tööstuses kasutada, on huvitavamad ja suurema lisandväärtusega kõigile osapooltele.">Examining the practical problems that can be exploited by the industry is more interesting and of greater value for all parties. </span><span title="Samuti annab taolistes projektides osalemine parema ettevalmistuse tudengile, kes on pealel õpetamist suundumas tööstusesse. ">It also gives participation in such projects a better preparation for the student who is on the floor teaching to the industry.</span></span></p>
<h3 class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Kommunikatsioonilahendused ">Communication solutions</span></span></h3>
<figure id="attachment_272" style="width: 488px"  class="wp-caption alignright"><img loading="lazy" decoding="async" class="wp-image-272" style="font-size: 16px;" src="https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-1024x701.jpg" alt="" width="488" height="334" srcset="https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-1024x701.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-300x205.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-768x526.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-830x568.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-230x157.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-350x240.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu-480x328.jpg 480w, https://iot.ttu.ee/wp-content/uploads/2018/05/lora_gw_ttu.jpg 1812w" sizes="(max-width: 488px) 100vw, 488px" /><figcaption class="wp-caption-text">TTÜ LoRaWAN Gateway</figcaption></figure>
<p><span title="Koostöös Teliga on TTÜ linnakus antud hetkel võimalik katsetada näiteks NB-IoT ja LTE Cat M1 raadiosideõrku.">In cooperation with Telia, at the moment it is possible to test, for example, the NB-IoT and LTE Cat M1 radio networks at the TTÜ campus. </span><span title="Tegemist on eelkõige IoT seadmetele mõeldud raadioside tehnoloogiaga, mis kasutab samu tugijaamu nagu meie mobiiltelefon.">This is primarily a radio-communication technology for IoT devices that uses the same base stations as our mobile phone. </span><span title="Peamisteks eelisteks on suurem leviala ja väiksem energiatarve, mis omakorda tingib jällegi väiksema andmesidekiiruse.">The main advantages are greater bandwidth and lower power consumption, which in turn again results in a lower data rate. </span><span title="Oluline on ka märkida, et see lahendus võimaldab seadmete vahel kahepoolset sidet, mis on eelkõige oluline seadmete juhtimisel. ">It is also important to note that this solution allows for a two-way communication between the devices, which is particularly important for the management of the devices.</span></p>
<p><span title="Kui oluline on aga maksimaalselt pikk seadme aku eluiga ja andmeid on vaja saata ainult ühepoolselt ning suhteliselt harva, siis koostöös Leviraga on TTÜ linnakus võimalik kasutada LoRa WAN raadiotehnoloogiat.">However, if it is important to have the maximum battery life and the data needs to be sent only unilaterally and relatively rarely, in cooperation with Levira, the LoRa WAN radio technology can be used at the TTÜ campus. </span><span title="LoRa WAN on vabasagedusel töötav raadiovõrk, mille kasutamise eeltingimuseks on tugijaama olemasolu.">LoRa WAN is a radio network working in license-free band, the precondition for which is the availability of a base station. </span><span title="Seadmed võivad tugijaamast asuda kuni 15km kaugusel kuid linnas ja sisetingimustes tuleks siiski arvestada maksimaalselt mõne kilomeetriga.">Devices can be located up to 15 km away from the base station, but in the city and indoor conditions coverage is limited to a few kilometers. </span><span title="LoRa WAN võrgu eripäraks on ka see, et seadmetelt saadetakse andmed Levira enda IoT-platvormi.">The specificity of the LoRa WAN network is also that the devices are sending data to Levira&#8217;s own IoT platform. </span><span title="Vajadusel saab need andmed sealt edasiseks analüüsiks ja visualiseerimiseks ka mujale edasi saata. ">If necessary, this information can be further transmitted from there for further analysis and visualization.</span></p>
<h3 class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Tarkvaralahendused ">Software solutions</span></span></h3>
<div class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Suurt osa IoT lahendusi peab olema võimalik eemalt jälgida ning vahel ka juhtida.">Most IoT solutions must be able to be remotely monitored and sometimes managed. </span><span title="Selleks on vaja IoT-platvormi, mida on maailmas üle 500 erineva.">This requires an IoT platform, which are more than 500 different in the world. </span><span title="Telia on võimaldanud TTÜ'le kasutada anda Cumulocity IoT-platvormi, mis oma funktsionaalsuselt ja võimekuselt katab ära väga suure osa põhilistest vajadustest.">Telia has allowed TTÜ to use the Cumulocity IoT platform, which, from its functionality and capability, covers a very large part of the basic needs. </span><span title="Ühese IoT-platvormi valik aitab kokku hoida aega, mis kulub nii uue platvormi tudma õppimiseks ja võimaldab osaliselt korduvkasutada juba varasemalt loodud lahendusi.">The choice of a single IoT platform helps to save time spent learning the new platform, and allows partially to reuse already created solutions. </span><span title="Koostöös erinevate ettevõtetega pakub ka TTÜ võimalust kasutada oma toote või teenuse arenduseks sama Cumulocity platvormi.">TTÜ is also interesting in cooperation with all companies  for developing  their product or service using Cumulocity. </span><span title="See võimaldab hiljem väga kiirelt ja väikeste kuludega soovi korral kogu arendus koostöös Teliaga üle viia kommertskasutusse. ">This will allow the development, in cooperation with Telia, to be commercially used at a very fast and cost-effective basis.<br />
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<h3 class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Targa linnaku arendus ">Smart city development</span></span></h3>
<h3 class="trans-verified-button-small" dir="ltr"><span id="result_box" class="" lang="en"><span title="Targa linnaku arendus "><a href="https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg.jpg"><img loading="lazy" decoding="async" class="wp-image-178 alignright" src="https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg.jpg" alt="" width="488" height="325" srcset="https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg.jpg 1920w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-300x200.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-768x512.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-1024x683.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-830x553.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-230x153.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-350x233.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-480x320.jpg 480w, https://iot.ttu.ee/wp-content/uploads/2018/05/iseauto_disain_kylg-272x182.jpg 272w" sizes="(max-width: 488px) 100vw, 488px" /></a></span></span><span id="result_box" class="" lang="en"></span></h3>
<p class="trans-verified-button-small" dir="ltr"><span class="" lang="en"><span title="Targa linna arenduse ühe esimese sammuna hakkas 2017. aasta sügisel TTÜ koostöös Silberauto ja ABB'ga arendama isejuhtivat sõidukit, mille kohta saab pikemalt lugeda ISEAUTO veebilehelt (iseauto.ttu.ee).">As one of the first steps in the smart city development, in autumn 2017, TTÜ started developing a self-driving vehicle, in cooperation with Silberauto and ABB, which can be found on the ISEAUTO web site (<a href="http://iseauto.ttu.ee">iseauto.ttu.ee)</a>. </span><span title="Tegemist on sisuliselt projektiga, kus tudengid lahendavad erinevaid isesõitva auto arendusega seotud ülesandeid.">This is essentially a project where students solve various tasks related to self-driving. </span><span title="Igal arendusmeeskonnal on oma juht, kelle ülesandeks on tagada kõikide arendusetappide õigeaegne täitmine.">Each development team has its own manager responsible for ensuring that all development stages are completed in a timely manner. </span><span title="Kuna tegemist on avatud platvormiga, siis oleme väga avatud ka võimalikele koostöödele erinevate ettevõtetega, et testida uusi lahendusi isesõitva auto peal.">Since it is an open platform, we are also very open for possible cooperation with different companies to test new solutions on a self-driving car. </span><span title="Sellega seoses on näiteks koostöös Teliaga plaanis sügisel alustada TTÜ linnakus 5G telekommunikatsioonivõrgu testidega.">In this connection, for example, in cooperation with Telia, in autumn 2018, it is planned to start a 5G telecommunications network test at <span title="Targa linna arenduse ühe esimese sammuna hakkas 2017. aasta sügisel TTÜ koostöös Silberauto ja ABB'ga arendama isejuhtivat sõidukit, mille kohta saab pikemalt lugeda ISEAUTO veebilehelt (iseauto.ttu.ee).">TTÜ </span> campus. </span><span title="See annab omakorda võimalusi katsetada uusi lahendusi nii nii seoses virtuaalreaalsusega kui ka isesõitvate autodega.">This in turn provides the opportunity to test new solutions both in terms of virtual reality and self-driving cars. </span><span title="Kuna 5G pakutav kiirus on suur ja  latentsus väga väike, siis võimaldab see näiteks viia osa isejuhtiva sõiduki funktsionaalsusest pilve. ">Because the speed offered by 5G is high and the latency is very small, it allows, for example, to bring some of the functionality of the self-driving vehicle to the cloud.</span></span></p>
<p>Coupled with self-driving cars, the Vehicle-to-Vehicle (V2V) and Vehicle-to-Infrastructure (V2I) communication continues to evolve. Bercman Technologies, in cooperation with TTÜ, develops, for example, a smart pedestrian crossing that warns the driver of a pedestrian crossing the road with a light signal. This concept can be extended by communication between the crossing and the car, where the car can directly access information about pedestrians from the pedestrian crossing and prematurely retards without intervention by the driver. In partnership with Starship, it is also planned to develop communication between Starship&#8217;s last-mile robot and self-driving vehicle. This will enable, for example, the use of similar communication between motorcycles, bicycles and all kinds of vehicles, which will help prevent unexpected collisions and related property damage and personal injuries.</p>
<h3>Usage of single-chip radars</h3>
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<p>The development of sensory solutions is also in parallel. When self-driving vehicles are currently using cameras, LIDARs and far-field radars for decision-making, the so-called chip-radars, which are working in mm-wavelength radio frequency range, are starting to replace some of those functionalities. Their advantage is low cost, small size and virtually unlimited use-cases, which gives the image of the image below</p>
<figure id="attachment_180" style="width: 488px"  class="wp-caption alignright"><a href="https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2.jpg"><img loading="lazy" decoding="async" class="wp-image-180" src="https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-1024x683.jpg" alt="" width="488" height="325" srcset="https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-1024x683.jpg 1024w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-300x200.jpg 300w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-768x512.jpg 768w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-830x554.jpg 830w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-230x153.jpg 230w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-350x233.jpg 350w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-480x320.jpg 480w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2-272x182.jpg 272w, https://iot.ttu.ee/wp-content/uploads/2018/05/TI-mmwave-Fig-1_2.jpg 1069w" sizes="(max-width: 488px) 100vw, 488px" /></a><figcaption class="wp-caption-text">Usage possibilities of single chip radars</figcaption></figure>
<p>The above projects are a rather limited list of possible developments in the concept of the smart city of <span class="" lang="en"><span title="Targa linna arenduse ühe esimese sammuna hakkas 2017. aasta sügisel TTÜ koostöös Silberauto ja ABB'ga arendama isejuhtivat sõidukit, mille kohta saab pikemalt lugeda ISEAUTO veebilehelt (iseauto.ttu.ee).">TTÜ </span></span>. It is highly anticipated to collaborate with companies who want to contribute to the testing, refinement and implementation of various technologies outside of <span class="" lang="en"><span title="Targa linna arenduse ühe esimese sammuna hakkas 2017. aasta sügisel TTÜ koostöös Silberauto ja ABB'ga arendama isejuhtivat sõidukit, mille kohta saab pikemalt lugeda ISEAUTO veebilehelt (iseauto.ttu.ee).">TTÜ&#8217;s campus</span></span>. Read more about IoT&#8217;s thematic activities in <span class="" lang="en"><span title="Targa linna arenduse ühe esimese sammuna hakkas 2017. aasta sügisel TTÜ koostöös Silberauto ja ABB'ga arendama isejuhtivat sõidukit, mille kohta saab pikemalt lugeda ISEAUTO veebilehelt (iseauto.ttu.ee).">TTÜ </span></span>at http://iot.ttu.ee</p>
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