@article{RauschFriesenAltherretal.2018, author = {Rausch, Lea and Friesen, John and Altherr, Lena and Meck, Marvin and Pelz, Peter F.}, title = {A holistic concept to design optimal water supply infrastructures for informal settlements using remote sensing data}, series = {Remote Sensing}, volume = {10}, journal = {Remote Sensing}, number = {2}, publisher = {MDPI}, address = {Basel}, isbn = {2072-4292}, doi = {10.3390/rs10020216}, pages = {1 -- 23}, year = {2018}, abstract = {Ensuring access to water and sanitation for all is Goal No. 6 of the 17 UN Sustainability Development Goals to transform our world. As one step towards this goal, we present an approach that leverages remote sensing data to plan optimal water supply networks for informal urban settlements. The concept focuses on slums within large urban areas, which are often characterized by a lack of an appropriate water supply. We apply methods of mathematical optimization aiming to find a network describing the optimal supply infrastructure. Hereby, we choose between different decentral and central approaches combining supply by motorized vehicles with supply by pipe systems. For the purposes of illustration, we apply the approach to two small slum clusters in Dhaka and Dar es Salaam. We show our optimization results, which represent the lowest cost water supply systems possible. Additionally, we compare the optimal solutions of the two clusters (also for varying input parameters, such as population densities and slum size development over time) and describe how the result of the optimization depends on the entered remote sensing data.}, language = {en} } @article{AltherrEdererPfetschetal.2018, author = {Altherr, Lena and Ederer, Thorsten and Pfetsch, Marc E. and Pelz, Peter F.}, title = {Maschinelles Design eines optimalen Getriebes}, series = {ATZ - Automobiltechnische Zeitschrift}, volume = {120}, journal = {ATZ - Automobiltechnische Zeitschrift}, number = {10}, publisher = {Springer Nature}, address = {Cham}, isbn = {2192-8800}, doi = {10.1007/s35148-018-0131-3}, pages = {72 -- 77}, year = {2018}, abstract = {Nahezu 100.000 denkbare Strukturen kann ein Getriebe bei gleicher Funktion aufweisen - je nach Ganganzahl und gefordertem Freiheitsgrad. Mit dem traditionellen Ansatz bei der Entwicklung, einzelne vielversprechende Systemkonfigurationen manuell zu identifizieren und zu vergleichen, k{\"o}nnen leicht innovative und vor allem kostenminimale L{\"o}sungen {\"u}bersehen werden. Im Rahmen eines Forschungsprojekts hat die TU Darmstadt spezielle Optimierungsmethoden angewendet, um auch bei großen L{\"o}sungsr{\"a}umen zielsicher ein f{\"u}r die individuellen Zielstellungen optimales Layout zu finden.}, language = {de} } @inproceedings{MuellerAltherrAholaetal.2019, author = {M{\"u}ller, Tim M. and Altherr, Lena and Ahola, Marja and Schabel, Samuel and Pelz, Peter F.}, title = {Multi-Criteria optimization of pressure screen systems in paper recycling - balancing quality, yield, energy consumption and system complexity}, series = {EngOpt 2018 Proceedings of the 6th International Conference on Engineering Optimization}, booktitle = {EngOpt 2018 Proceedings of the 6th International Conference on Engineering Optimization}, editor = {Rodrigues, H. C.}, publisher = {Springer International Publishing}, address = {Basel}, isbn = {978-3-319-97773-7}, doi = {10.1007/978-3-319-97773-7_105}, year = {2019}, abstract = {The paper industry is the industry with the third highest energy consumption in the European Union. Using recycled paper instead of fresh fibers for papermaking is less energy consuming and saves resources. However, adhesive contaminants in recycled paper are particularly problematic since they reduce the quality of the resulting paper-product. To remove as many contaminants and at the same time obtain as many valuable fibres as possible, fine screening systems, consisting of multiple interconnected pressure screens, are used. Choosing the best configuration is a non-trivial task: The screens can be interconnected in several ways, and suitable screen designs as well as operational parameters have to be selected. Additionally, one has to face conflicting objectives. In this paper, we present an approach for the multi-criteria optimization of pressure screen systems based on Mixed-Integer Nonlinear Programming. We specifically focus on a clear representation of the trade-off between different objectives.}, language = {en} } @article{AltherrJoggerstLeiseetal.2018, author = {Altherr, Lena and Joggerst, Laura and Leise, Philipp and Pfetsch, Marc E. and Schmitt, Andreas and Wendt, Janine}, title = {On obligations in the development process of resilient systems with algorithmic design methods}, series = {Applied Mechanics and Materials}, volume = {885}, journal = {Applied Mechanics and Materials}, number = {885}, publisher = {Trans Tech Publications}, address = {B{\"a}ch}, isbn = {1662-7482}, doi = {10.4028/www.scientific.net/AMM.885.240}, pages = {240 -- 252}, year = {2018}, abstract = {Advanced computational methods are needed both for the design of large systems and to compute high accuracy solutions. Such methods are efficient in computation, but the validation of results is very complex, and highly skilled auditors are needed to verify them. We investigate legal questions concerning obligations in the development phase, especially for technical systems developed using advanced methods. In particular, we consider methods of resilient and robust optimization. With these techniques, high performance solutions can be found, despite a high variety of input parameters. However, given the novelty of these methods, it is uncertain whether legal obligations are being met. The aim of this paper is to discuss if and how the choice of a specific computational method affects the developer's product liability. The review of legal obligations in this paper is based on German law and focuses on the requirements that must be met during the design and development process.}, language = {en} } @inproceedings{AltherrEdererSchaenzleetal.2017, author = {Altherr, Lena and Ederer, Thorsten and Sch{\"a}nzle, Christian and Lorenz, Ulf and Pelz, Peter F.}, title = {Algorithmic system design using scaling and affinity laws}, series = {Operations Research Proceedings 2015}, booktitle = {Operations Research Proceedings 2015}, publisher = {Springer}, address = {Cham}, isbn = {978-3-319-42901-4}, doi = {10.1007/978-3-319-42902-1}, pages = {605 -- 611}, year = {2017}, abstract = {Energy-efficient components do not automatically lead to energy-efficient systems. Technical Operations Research (TOR) shifts the focus from the single component to the system as a whole and finds its optimal topology and operating strategy simultaneously. In previous works, we provided a preselected construction kit of suitable components for the algorithm. This approach may give rise to a combinatorial explosion if the preselection cannot be cut down to a reasonable number by human intuition. To reduce the number of discrete decisions, we integrate laws derived from similarity theory into the optimization model. Since the physical characteristics of a production series are similar, it can be described by affinity and scaling laws. Making use of these laws, our construction kit can be modeled more efficiently: Instead of a preselection of components, it now encompasses whole model ranges. This allows us to significantly increase the number of possible set-ups in our model. In this paper, we present how to embed this new formulation into a mixed-integer program and assess the run time via benchmarks. We present our approach on the example of a ventilation system design problem.}, language = {en} } @inproceedings{AltherrEdererVergeetal.2015, author = {Altherr, Lena and Ederer, Thorsten and Verg{\´e}, Angela and Pelz, Peter F.}, title = {Algorithmische Struktursynthese eines hydrostatischen Getriebes}, series = {Antriebssysteme 2015 : Elektrik, Mechanik, Fluidtechnik in der Anwendung}, booktitle = {Antriebssysteme 2015 : Elektrik, Mechanik, Fluidtechnik in der Anwendung}, publisher = {VDI-Verlag}, address = {D{\"u}sseldorf}, isbn = {978-3-18-092268-3}, pages = {145 -- 155}, year = {2015}, language = {de} } @inproceedings{SchaenzleAltherrEdereretal.2015, author = {Sch{\"a}nzle, Christian and Altherr, Lena and Ederer, Thorsten and Lorenz, Ulf and Pelz, Peter F.}, title = {As good as it can be: Ventilation system design by a combined scaling and discrete optimization method}, series = {Proceedings of FAN 2015}, booktitle = {Proceedings of FAN 2015}, pages = {1 -- 11}, year = {2015}, abstract = {The understanding that optimized components do not automatically lead to energy-efficient systems sets the attention from the single component on the entire technical system. At TU Darmstadt, a new field of research named Technical Operations Research (TOR) has its origin. It combines mathematical and technical know-how for the optimal design of technical systems. We illustrate our optimization approach in a case study for the design of a ventilation system with the ambition to minimize the energy consumption for a temporal distribution of diverse load demands. By combining scaling laws with our optimization methods we find the optimal combination of fans and show the advantage of the use of multiple fans.}, language = {en} } @article{PoettgenEdererAltherretal.2015, author = {P{\"o}ttgen, Philipp and Ederer, Thorsten and Altherr, Lena and Pelz, Peter F.}, title = {Developing a control strategy for booster stations under uncertain load}, series = {Applied Mechanics and Materials}, volume = {807}, journal = {Applied Mechanics and Materials}, number = {807}, publisher = {Trans Tech Publications}, address = {B{\"a}ch}, isbn = {1662-7482}, doi = {10.4028/www.scientific.net/AMM.807.241}, pages = {241 -- 246}, year = {2015}, abstract = {Booster stations can fulfill a varying pressure demand with high energy-efficiency, because individual pumps can be deactivated at smaller loads. Although this is a seemingly simple approach, it is not easy to decide precisely when to activate or deactivate pumps. Contemporary activation controls derive the switching points from the current volume flow through the system. However, it is not measured directly for various reasons. Instead, the controller estimates the flow based on other system properties. This causes further uncertainty for the switching decision. In this paper, we present a method to find a robust, yet energy-efficient activation strategy.}, language = {en} } @article{PoettgenEdererAltherretal.2015, author = {P{\"o}ttgen, Philipp and Ederer, Thorsten and Altherr, Lena and Lorenz, Ulf and Pelz, Peter F.}, title = {Examination and optimization of a heating circuit for energy-efficient buildings}, series = {Energy Technology}, volume = {4}, journal = {Energy Technology}, number = {1}, publisher = {WILEY-VCH Verlag}, address = {Weinheim}, isbn = {2194-4296}, doi = {10.1002/ente.201500252}, pages = {136 -- 144}, year = {2015}, abstract = {The conference center darmstadtium in Darmstadt is a prominent example of energy efficient buildings. Its heating system consists of different source and consumer circuits connected by a Zortstr{\"o}m reservoir. Our goal was to reduce the energy costs of the system as much as possible. Therefore, we analyzed its supply circuits. The first step towards optimization is a complete examination of the system: 1) Compilation of an object list for the system, 2) collection of the characteristic curves of the components, and 3) measurement of the load profiles of the heat and volume-flow demand. Instead of modifying the system manually and testing the solution by simulation, the second step was the creation of a global optimization program. The objective was to minimize the total energy costs for one year. We compare two different topologies and show opportunities for significant savings.}, language = {en} } @inproceedings{AltherrEdererFarnetaneetal.2017, author = {Altherr, Lena and Ederer, Thorsten and Farnetane, Lucas S. and P{\"o}ttgen, Philipp and Verg{\´e}, Angela and Pelz, Peter F.}, title = {Multicriterial design of a hydrostatic transmission system via mixed-integer programming}, series = {Operations Research Proceedings 2015}, booktitle = {Operations Research Proceedings 2015}, publisher = {Springer}, address = {Cham}, isbn = {978-3-319-42901-4}, doi = {10.1007/978-3-319-42902-1_41}, pages = {301 -- 307}, year = {2017}, abstract = {In times of planned obsolescence the demand for sustainability keeps growing. Ideally, a technical system is highly reliable, without failures and down times due to fast wear of single components. At the same time, maintenance should preferably be limited to pre-defined time intervals. Dispersion of load between multiple components can increase a system's reliability and thus its availability inbetween maintenance points. However, this also results in higher investment costs and additional efforts due to higher complexity. Given a specific load profile and resulting wear of components, it is often unclear which system structure is the optimal one. Technical Operations Research (TOR) finds an optimal structure balancing availability and effort. We present our approach by designing a hydrostatic transmission system.}, language = {en} } @article{AltherrEdererPoettgenetal.2015, author = {Altherr, Lena and Ederer, Thorsten and P{\"o}ttgen, Philipp and Lorenz, Ulf and Pelz, Peter F.}, title = {Multicriterial optimization of technical systems considering multiple load and availability scenarios}, series = {Applied Mechanics and Materials}, volume = {807}, journal = {Applied Mechanics and Materials}, editor = {Pelz, Peter F. and Groche, Peter}, isbn = {1660-9336}, doi = {10.4028/www.scientific.net/AMM.807.247}, pages = {247 -- 256}, year = {2015}, abstract = {Cheap does not imply cost-effective -- this is rule number one of zeitgeisty system design. The initial investment accounts only for a small portion of the lifecycle costs of a technical system. In fluid systems, about ninety percent of the total costs are caused by other factors like power consumption and maintenance. With modern optimization methods, it is already possible to plan an optimal technical system considering multiple objectives. In this paper, we focus on an often neglected contribution to the lifecycle costs: downtime costs due to spontaneous failures. Consequently, availability becomes an issue.}, language = {en} } @techreport{Buedenbender2009, type = {Working Paper}, author = {B{\"u}denbender, Martin}, title = {Atomausstieg in Deutschland - ein zukunftsf{\"a}higer Sonderweg im europ{\"a}ischen Kontext?}, series = {Arbeitspapiere des Instituts f{\"u}r Genossenschaftswesen der Westf{\"a}lischen Wilhelms-Universit{\"a}t M{\"u}nster, Nr. 90}, journal = {Arbeitspapiere des Instituts f{\"u}r Genossenschaftswesen der Westf{\"a}lischen Wilhelms-Universit{\"a}t M{\"u}nster, Nr. 90}, pages = {41}, year = {2009}, language = {de} } @phdthesis{Buedenbender2012, author = {B{\"u}denbender, Martin}, title = {Entflechtungskonzepte f{\"u}r Strom{\"u}bertragungsnetze : ein {\"o}konomischer Vergleich}, series = {M{\"u}nstersche Schriften zur Kooperation ; Bd. 101}, journal = {M{\"u}nstersche Schriften zur Kooperation ; Bd. 101}, publisher = {Shaker}, address = {D{\"u}ren}, isbn = {978-3-8440-1460-0}, pages = {XVII, 401 S. : Ill., graph. Darst.}, year = {2012}, abstract = {Netzsektoren und deren ad{\"a}quate Regulierung sind ein sehr relevantes und aktuelles Thema. Dies gilt sowohl f{\"u}r die {\"o}konomische Theorie, die sich sehr intensiv damit auseinandersetzt und in den letzten Jahrzehnten zahlreiche neue Erkenntnisse gewonnen hat. Es gilt ebenso f{\"u}r die Politik, in der Regulierungsfragen kontrovers diskutiert werden und dies nicht nur unter {\"o}konomischen Gesichtspunkten. Es gilt selbstverst{\"a}ndlich f{\"u}r die regulierten Unternehmen selbst, deren T{\"a}tigkeit durch die staatlichen Regulierungsvorgaben markant beeinflusst wird. Nicht nur die konkreten Inhalte der Regulierungsregime sowie die verbleibenden Freiheitsgrade in der Ausgestaltung sind von Bedeutung, sondern ebenso die Umsetzung durch die Regulierungsbeh{\"o}rden. All dies gilt f{\"u}r den Strommarkt und seinen regulatorischen Hintergrund in besonderer Weise. Die Entflechtung der Strom{\"u}bertragungsnetze von der Stromproduktion und damit die Vorgaben f{\"u}r die Organisation der Wertsch{\"o}pfungsketten in den Elektrizit{\"a}tsunternehmen sind seit dem Beginn des europ{\"a}ischen Liberalisierungsprozesses der Stromm{\"a}rkte ein wichtiges und kontrovers diskutiertes Regulierungselement. Den Fokus bildet das vertikale Unbundling, das letztlich die Diskriminierung von Wettbewerbern durch Anbieter mit aggregierten Wertsch{\"o}pfungsketten verhindern soll, indem diese gezwungen werden, ihren "Netzteil" anders zu organisieren oder zu verkaufen. Den Mitgliedsstaaten blieben Freir{\"a}ume in der Ausgestaltung, die in Deutschland erst vor kurzem konkretisiert wurden, und die f{\"u}r die regulierten Unternehmen die Nutzung eines Wahlrechts beinhalten. Der wirtschaftspolitischen folgt nun eine unternehmerische Abw{\"a}gungsentscheidung.}, language = {de} } @book{Buedenbender2009, author = {B{\"u}denbender, Martin}, title = {Auswirkungen des europ{\"a}ischen CO2-Handelssystems auf Stromerzeugungsinvestitionen - m{\"o}gliche Ausgestaltung des Systems ab 2013}, series = {D{\"u}sseldorfer Schriften zum Energie- und Kartellrecht ; Bd. 13}, journal = {D{\"u}sseldorfer Schriften zum Energie- und Kartellrecht ; Bd. 13}, publisher = {etv Energieverlag}, address = {Essen}, isbn = {9783942370318}, pages = {140 S. : graph. Darst.}, year = {2009}, abstract = {Zahlreiche Einflussfaktoren haben in den vergangenen Jahren das Gesicht der Elektrizit{\"a}tsm{\"a}rkte stark ver{\"a}ndert. Hierzu z{\"a}hlen vor allem die Einf{\"u}hrung der {\"o}konomischen Gesetze des Wettbewerbsmarktes durch die Liberalisierung sowie die nun kostenpflichtige Ber{\"u}cksichtigung des bei der Stromerzeugung hervorgerufenen CO2-Ausstoßes durch die Einf{\"u}hrung des europ{\"a}ischen Emissionshandelssystems (EUTS). Die Folgen dieses Ver{\"a}nderungsprozesses lassen sich auf Grund der langen Investitionszyklen im Kraftwerksbau bisher nur unvollst{\"a}ndig {\"u}berblicken. Dies ist insbesondere im Hinblick auf die Versorgungssicherheit als Teil des energiewirtschaftlichen Zieldreiecks des \S 1 EnWG von großer Bedeutung. Dazu z{\"a}hlt insbesondere, ob die Versorgungssicherheit in Deutschland bei gegenw{\"a}rtigem Marktdesign auch dauerhaft gew{\"a}hrleistet sein wird. Es stellt sich heraus, dass es im Bereich der Spitzenlastkraftwerke zu Investitionen in gesamtwirtschaftlich zu geringen Umfang kommen kann. Dieses Investitionsdilemma beruht auf einem externen Effekt, der durch die aktuelle Ausgestaltung des deutschen Schadenersatzrechtes entsteht. Hierdurch ist die sichere Stromversorgung in Zeiten hoher Last potenziell gef{\"a}hrdet. Um die Wirkungen des Investitionsdilemmas abzumildern oder ganz zu beseitigen sind verschiedene Investitionsanreize durch entsprechende Ausgestaltung des EUTS denkbar. Diese werden im Einzelnen analysiert.}, language = {de} } @article{Buedenbender2009, author = {B{\"u}denbender, Martin}, title = {Auswirkungen der europ{\"a}ischen Energiepolitik auf den deutschen Atomausstieg}, series = {Zeitschrift f{\"u}r Energiewirtschaft}, volume = {33}, journal = {Zeitschrift f{\"u}r Energiewirtschaft}, number = {4}, publisher = {Vieweg}, address = {Wiesbaden}, isbn = {1866-2765}, doi = {10.1007/s12398-009-0039-4}, pages = {341 -- 350}, year = {2009}, abstract = {Nach der Bundestagswahl am 27. September 2009 steht der Atomausstieg in Deutschland wieder ganz oben auf der politischen Agenda. Eine aktuelle Bestandsaufnahme aller ma\geblichen Argumente erscheint somit zwingend notwendig. Dabei sollte der Blickwinkel nicht national beschr{\"a}nkt bleiben, sondern vor allem der Einfluss der europ{\"a}ischen Dimension dieser Thematik miteinbezogen werden. Auf europ{\"a}ischer Ebene zeigt sich eine Position zu Gunsten der Kernenergie. Unter den 27 EU-Staaten findet gerade eine Renaissance der Atomkraft statt. Die drei europ{\"a}ischen Organe bef{\"u}rworten den umfangreichen Einsatz der Kernenergie als langfristigen Bestandteil des Energietr{\"a}germix. Deutschland geh{\"o}rt mit seinem Beschluss zum Atomausstieg einer Minderheit an. Als Teil eines immer st{\"a}rker zusammen wachsenden und letztendlich vollst{\"a}ndig integrierten europ{\"a}ischen Strommarktes wird Deutschland langfristig stets mit Atomstrom versorgt werden. Dies gilt losgel{\"o}st von dem Einsatz von Kernkraftwerken im Inland. Eine Abschaltung der Anlagen f{\"u}hrt damit nicht zur Zielerreichung der Atomkraftgegner, sondern lediglich zu zus{\"a}tzlichen energietechnischen Herausforderungen bei der Sicherstellung der deutschen Stromversorgung. Der deutsche Atomausstieg sollte aus diesem Grund von der neuen Bundesregierung zur{\"u}ck genommen werden.}, language = {de} } @article{Buedenbender2009, author = {B{\"u}denbender, Martin}, title = {Der Atomausstieg in Deutschland - ein zukunftsf{\"a}higer Sonderweg im europ{\"a}ischen Kontext?}, series = {atw International Journal for Nuclear Power}, volume = {54}, journal = {atw International Journal for Nuclear Power}, number = {10}, publisher = {Inforum}, address = {Berlin}, issn = {14315254}, pages = {616 -- 627}, year = {2009}, language = {de} } @article{BuedenbenderJanssenWobben2009, author = {B{\"u}denbender, Martin and Janssen, Matthias and Wobben, Magnus}, title = {Versorgungssicherheit auf Elektrizit{\"a}tsm{\"a}rkten — Investitionsdilemma durch ineffizientes Marktdesign?}, series = {Zeitschrift f{\"u}r Energiewirtschaft}, volume = {33}, journal = {Zeitschrift f{\"u}r Energiewirtschaft}, number = {1}, issn = {1866-2765}, pages = {49 -- 61}, year = {2009}, abstract = {Dieser Artikel befasst sich mit dem Investitionsdilemma in der Stromerzeugung, welches in unzureichend ausgestalteten liberalisierten Stromm{\"a}rkten zu einem gesamtwirtschaftlich unerw{\"u}nscht geringen Niveau an Versorgungssicherheit f{\"u}hrt. Die origin{\"a}ren Ursachen im deutschen Strommarkt liegen in einer eingeschr{\"a}nkten Schadenersatzpflicht der Lieferanten im Falle eines kapazit{\"a}tsbedingten Stromausfalls und in der zeitlichen Differenz zwischen letzter Handelsm{\"o}glichkeit und Lieferung. Letzteres verhindert ein jederzeitiges individuelles Glattstellen von unerwartet auftretenden Ein- bzw. Ausspeise{\"a}nderungen. Des Weiteren f{\"u}hren Faktoren wie die fehlende Partizipation der Endverbraucher am Großhandelsmarkt, die nur undifferenziert m{\"o}gliche Abschaltung von Endverbrauchern oder time lags durch lange Bau- und Genehmigungszeiten von Erzeugungskapazit{\"a}ten in Verbindung mit {\"u}ber lange Zeitr{\"a}ume nicht versicherbaren Risiken bez{\"u}glich Brennstoff-, CO2-Zertifikate- und Strompreisen zu einer Versch{\"a}rfung der Problematik. Sinnvolle L{\"o}sungsans{\"a}tze sind zum einen die Erh{\"o}hung der Intraday-Handelsliquidit{\"a}t zur Verbesserung der Marktr{\"a}umungsfunktion bis m{\"o}glichst kurz vor Stromlieferung, was z. B. durch eine F{\"o}rderung der Direktvermarktung Erneuerbarer Energien erreicht werden kann. Zum anderen tr{\"a}gt ein verst{\"a}rkter Ausbau von smart metern bei Endverbrauchern zu einer h{\"o}heren Versorgungssicherheit bei, da dies die Gl{\"a}ttung von Lastspitzen und die Artikulation der tats{\"a}chlichen Zahlungsbereitschaft von Endverbrauchern am Großhandelsmarkt erm{\"o}glicht.}, language = {de} } @techreport{Buedenbender2010, type = {Working Paper}, author = {B{\"u}denbender, Martin}, title = {Entflechtung von Stromnetzen in Deutschland und Europa im Rahmen des dritten EU-Legislativpakets - Eine Problemdarstellung}, series = {Arbeitspapiere des Instituts f{\"u}r Genossenschaftswesen der Westf{\"a}lischen Wilhelms-Universit{\"a}t M{\"u}nster, Nr. 91}, journal = {Arbeitspapiere des Instituts f{\"u}r Genossenschaftswesen der Westf{\"a}lischen Wilhelms-Universit{\"a}t M{\"u}nster, Nr. 91}, pages = {35}, year = {2010}, language = {de} } @incollection{Alt2022, author = {Alt, Helmut}, title = {Speicher speichern, Leiter leiten}, series = {Generationenprojekt Energiewende : Elektroenergiepolitik im Spannungsfeld zwischen Vision und Mission / Herbert Niederhausen (Hrsg.)}, booktitle = {Generationenprojekt Energiewende : Elektroenergiepolitik im Spannungsfeld zwischen Vision und Mission / Herbert Niederhausen (Hrsg.)}, publisher = {Books on Demand}, address = {Norderstedt}, isbn = {9783755774389}, pages = {125 -- 136}, year = {2022}, language = {de} } @inproceedings{BuesgenKloeserKohletal.2022, author = {B{\"u}sgen, Andr{\´e} and Kl{\"o}ser, Lars and Kohl, Philipp and Schmidts, Oliver and Kraft, Bodo and Z{\"u}ndorf, Albert}, title = {Exploratory analysis of chat-based black market profiles with natural language processing}, series = {Proceedings of the 11th International Conference on Data Science, Technology and Applications}, booktitle = {Proceedings of the 11th International Conference on Data Science, Technology and Applications}, isbn = {978-989-758-583-8}, issn = {2184-285X}, doi = {10.5220/0011271400003269}, pages = {83 -- 94}, year = {2022}, abstract = {Messenger apps like WhatsApp or Telegram are an integral part of daily communication. Besides the various positive effects, those services extend the operating range of criminals. Open trading groups with many thousand participants emerged on Telegram. Law enforcement agencies monitor suspicious users in such chat rooms. This research shows that text analysis, based on natural language processing, facilitates this through a meaningful domain overview and detailed investigations. We crawled a corpus from such self-proclaimed black markets and annotated five attribute types products, money, payment methods, user names, and locations. Based on each message a user sends, we extract and group these attributes to build profiles. Then, we build features to cluster the profiles. Pretrained word vectors yield better unsupervised clustering results than current state-of-the-art transformer models. The result is a semantically meaningful high-level overview of the user landscape of black market chatrooms. Additionally, the extracted structured information serves as a foundation for further data exploration, for example, the most active users or preferred payment methods.}, language = {en} }