„… [142, 180]. Instead of manually improving the neural network model, NE 66 4 Topology Optimization by …” „… the neural network model and the topology of the design. Since the neurons and connections within the …” „… network are fixed, the topology of the network does not change. Throughout this work, the term “topology …”

„… finite element analysis, this is effectively an early example for addressing a topology optimization …” „… that topology in this context refers to the topology of a neural network model. A CPPN is a model for …” „… venation subject to aeroelastic analysis [176], simultaneous topology optimization of membrane wings and …”

„… autonomous driving. In the considered context of topology optimization, artificial neural networks and …” „… finite element analysis for the prediction of structural performance measures have made computer-aided …” „… which only input and output are known but not the details of the analysis, can be addressed, since no …”

„… Reihe 20 Generic Topology Optimization Based on Local State Features Berichte aus dem Institut für …” „… Automatisierungstechnik und Mechatronik der TU Darmstadt Generic Topology Optimization Based on Local State Features …” „… 2017 D17 Darmstadt 2017 Fortschritt-Berichte VDI Generic Topology Optimization Based on Local State …”

„… 177 Bibliography [1] Adelman, H. M. and Haftka, R. T. Sensitivity analysis of discrete structural …” „… solid geometry based topology optimization using evolutionary algorithm. In Bansal, J. C., Singh, P. K …” „… ., Jouve, F., and Toader, A.-M. Structural optimization using sensitivity analysis and a level-set method …”

„… 150 7 Conclusions 7.1 Main Results This thesis proposes topology optimization based on integration …” „… structures [182, 183]. Interestingly, also classical topology optimization algorithms show aspects of a …” „… these topology optimization algorithms are performed based on a mathematical perspective, instead of a …”

„… ... ... . . . ... en1 · αn1 en2 · αn2 . . . 1− γn (5.13) Since the network topology deduces the values of the eij …” „… : • 1− γi > 0 • the network is not a bipartite graph 5.3.2 System Dynamic and Performance Analysis In …” „… topology of a network to minimize the Markov chain mixing time. In this investigation, a hub spoke network …”

„… Preliminaries . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55 6.3.1 Network Topology …” „… Matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 2.6.3 Star Topology …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 2.6.4 Hub and Spoke Topology . . . . . . . . . . . . . . . . . . . . . . . . 14 2.6.5 Mesh …”

„… topology in networks that is driven from the spoke-hub distribution paradigm that traffic planners used to …” „… Markov processes and load balancing in networks are shown in a framework of theoretical analysis in [67 …” „… Servers (mDNS) Discovery is a decentral mechanism that is used to explore the network topology in the …”

„… using the user input, e.g., network topology, initial load percentage, etc. Moreover it allows the user …” „… mathematical analysis of load distribution is presented that can ensure the stability as well as enhance the …” „… performance. However, this analysis lacks many realistic aspects of the available algorithms for different …”

„… analysis, the network topology has to either be known or a discovery mechanism to explore the full network …” „… analysis. Firstly, a control theory approach is utilized, where stability, system dynamics and response are …” „… analyzed. Additionally, a multi dimensional problem definition as well as system dynamic analysis are …”

„… is assumed that the controller plant topology is hardwired and does not change. The network plan …” „… is used to represent the computation networks. The term “node” is used to describe a computation node …” „… , unless explicitly stated otherwise. The term “edge” describes a network connection between two nodes. The …”

„… analyse the road network in Section 2. The topological analysis-based routing approach is then described …” „… Multi-criteria WSN Routing 71 data transmission rate, power consumption and network topology. Focusing on …” „… topology as the backbone of communication, a multi-hop network topology called indirected delivery …”

„… Convolutional Neural Networks DISSERTATION submitted in partial fulfillment of the requirements for the degree …” „… Representation – 3D Reconstruction – Convolutional Neural Networks – Multi-task Learning – Feature Sharing …” „… are investigated. These consist of the prevalent road topology as the global scene context, the …”

„… acquisition of the drivable road area and the course and topology of the road. Additionally, it is expected …” „… the future. Towards this, an analysis of the remaining potential for increased traffic safety through …” „… context of the prevailing road topology technological development of automated driving, see for example …”

„… 8 Multi-task Integration and Conclusive Experimental Analysis The perception tasks considered in …” „… block 4 s = 32 recognition decoder road topology recognition detection decoder road user detection HSeg …” „… summation node in the network architecture leads to a branching of the gradient propagation. On the other …”

„… 5 Global Road Topology from Scene Context Recognition The general objective addressed in this …” „… topology [Ess+09], among others. These examples suggest that the objectives of the given application …” „… complex scenes and that among the discussed examples, road topology information generally offers a very …”

„… of more complex networks. In the following time, CNNs became the general state of the art for image …” „… Traffic scene representations from monocular cameras which reveals the importance of network depth …” „… inception-v2 architecture. Furthermore, [He+16] introduces residual network connections that are utilized to …”

„… road topology as the global scene context and the perception of the drivable road area, which are both …” „… topology is realized as general image recognition. In addition, the perception of the drivable road area is …” „… , a final experimental evaluation is performed in which a systematic analysis of different task …”

„… corresponds to a dense classification. Instead of a single output path, as discussed for the road topology …” „… ordinary recognition network multiple times for different sections of an image. The repeated execution …” „… evaluates all network layers for multiple image patches, similar to a sliding window approach. Thus, this …”

„… strategy for biofuel synthesis, named Reaction Network Flux Analysis (RNFA) (Voll and Marquardt, 2012b), is …” „… optimization-based evaluation technique and subsequently the novel approach that also assesses the network topology …” „… do not assess the structural properties of the network (topology). The topology contains information …”

„… mode analysis forms the basis of a novel, multi-stage evaluation methodology for reaction networks …” „… importance of individual reaction from the network’s topology. The derived elementary modes are the basis for …” „… generating and evaluating synthesis networks towards novel biofuels. A reaction network generator was …”

„… evaluation – Optimization-based analysis – Elementary mode analysis – Network topology analysis The present …” „… criteria allow for deriving statements on techno-economic performance and network topology …” „… QSPR Quantitative Structure Property Relationship RNFA Reaction Network Flux Analysis SB Single Bond …”

„… reduction of chemical synthesis networks based on the analysis of the network topology was presented. It …” „… synthesis reaction networks that is based on graph theory and the analysis of the in- and outdegrees of the …” „… 4 Reaction network generation: Network manipulation Up to this point, there are several aspects of …”