By Jerzy Świątek, Jakub M. Tomczak
This e-book gathers the rigorously reviewed court cases of the nineteenth foreign convention on platforms technology, featuring contemporary examine findings within the components of synthetic Intelligence, laptop studying, Communication/Networking and knowledge expertise, keep an eye on conception, determination help, photograph Processing and laptop imaginative and prescient, Optimization options, trend attractiveness, Robotics, provider technological know-how, Web-based companies, doubtful structures and Transportation platforms. The overseas convention on structures technological know-how used to be held in Wroclaw, Poland from September 7 to nine, 2016, and addressed quite a number subject matters, together with platforms thought, regulate thought, computing device studying, man made intelligence, sign processing, conversation and knowledge applied sciences, transportation platforms, multi-robotic platforms and unsure structures, in addition to their functions. the purpose of the convention is to supply a platform for verbal exchange among younger and verified researchers and practitioners, fostering destiny joint study in platforms science.
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Extra info for Advances in Systems Science: Proceedings of the International Conference on Systems Science 2016 (ICSS 2016)
ARIMA is one of the most frequently used forecasting methods . It consists of three parts: autoregressive (AR), moving average (MA) and the differencing processes (I). 5. Exponential smoothing (STL + EXP) forecasts the future values of a time series as a weighted average of past values . The weights decay exponentially with time as the observations get older. 6. Holt-Winters prediction method (HW) is used when the data shows not only the trend, but the seasonality as well . The additional formula and smoothing parameter are introduced to handle the seasonality.
The number of neurons in each hidden layer and learning rate was determined by Particle Swarm Optimization algorithm (PSO). Prediction of Power Load Demand 41 2. Recursive Partitioning and Regression Trees (RT) is a method using 2 stages . The ﬁrst stage the model is created by splitting the data into subgroups using best split variables. The second stage consists of cross-validation used to trim the created tree. The attributes for RT are load and time vector. See Eqs. (5), (6) and (7). fDayi gdi¼1 ð5Þ Dayi ¼ 1; 2; .
An extension of the algebra of relations described on a ﬁxed family of sets F on partial relations described on different subfamilies of F was given in Kulikowski (1992). If F′ and F″ are any two subfamilies of F and Ξ′, Ξ″ are some relations described, respectively, on the Cartesian products U′ of the sets of F’ and U″ described on F″ then there can be established the following: Extended algebraic operations: (a) The sum N0 [ N00 is a relation described in U′ [ U″, consisting of all syndromes whose projection on U′ satisﬁes Ξ′ or the projection on U″ satisﬁes Ξ″.
Advances in Systems Science: Proceedings of the International Conference on Systems Science 2016 (ICSS 2016) by Jerzy Świątek, Jakub M. Tomczak