Human interpretable structure-property relationships in chemistry using explainable machine learning and large language models by Geemi P. Wellawatte, Philippe Schwaller

“…Furthermore, it has been shown that XAI can be used to extract input-output relationships, making them a useful tool in chemistry to understand structure-property relationships. …”
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Exact Null Controllability, Stabilizability, and Detectability of Linear Nonautonomous Control Systems: A Quasisemigroup Approach by Sutrima Sutrima, Christiana Rini Indrati, Lina Aryati

“…The results show that, in the linear nonautonomous control systems, there are equivalences among internal stability, stabizability, detectability, and input-output stability. Moreover, in the systems, exact null controllability implies complete stabilizability.…”
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Effect of Learning Rate on the Recognition of Images by M. Hamed, A. El Desouky

“…This neural network consists of three layers, which are input, output, and hidden layers. The back propagation technique is considered. …”
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Predicting the Pullout Capacity of Small Ground Anchors Using Nonlinear Integrated Computing Techniques by Mosbeh R. Kaloop, Jong Wan Hu, Emad Elbeltagi

“…This study investigates predicting the pullout capacity of small ground anchors using nonlinear computing techniques. The input-output prediction model for the nonlinear Hammerstein-Wiener (NHW) and delay inputs for the adaptive neurofuzzy inference system (DANFIS) are developed and utilized to predict the pullout capacity. …”
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Fractional hold circuits versus positive realness of discrete transfer functions by M. de la Sen, A. Bilbao-Guillerna

“…It is proved that the minimum direct input/output gain (i.e., the quotient of the leading coefficients of the numerator and denominator of the transfer function) needed for discrete positive realness may be reduced by the choice of β compared to that required for discretization via ZOH.…”
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Data Filtering Based Recursive Least Squares Algorithm for Two-Input Single-Output Systems with Moving Average Noises by Xianling Lu, Wei Zhou, Wenlin Shi

“…This paper studies identification problems of two-input single-output controlled autoregressive moving average systems by using an estimated noise transfer function to filter the input-output data. Through data filtering, we obtain two simple identification models, one containing the parameters of the system model and the other containing the parameters of the noise model. …”
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Research on the Statistical Properties and Stability of Complex Interindustrial Networks by Xinyu Cheng

“…This study consolidates input-output data from 42 sectors across 31 provinces and regions in China into a unified dataset for 42 industrial sectors within eight major economic zones. …”
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Adaptive Neural Control and Modeling for Continuous Stirred Tank Reactor with Delays and Full State Constraints by Dongjuan Li, Dongxing Wang, Ying Gao

“…The unknown time delay and state constraints problem of the concentration in the reactor seriously affect the input-output ratio and stability of the entire system. …”
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Probing Neural Transplant Networks In Vivo with Optogenetics and Optogenetic fMRI by Andrew J. Weitz, Jin Hyung Lee

“…Furthermore, the precise control afforded over activation enables the input-output properties of engrafted neurons to be systematically studied. …”
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Free-Decay Nonlinear System Identification via Mass-Change Scheme by Dario Anastasio, Stefano Marchesiello

“…Methods for nonlinear system identification of structures generally require input-output measured data to estimate the nonlinear model, as a consequence of the noninvariance of the FRFs in nonlinear systems. …”
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Identifying Interindustry CO2 Emissions Transfer Structure Using Network Methods by Xiaozhen Chen, Wenwen Xiao

“…This paper proposes an input-output-based methodology to measure CO2 emissions transfer caused by linkages between industries in an economy and constructs the network topology in terms of the remarkable coefficients of interindustry CO2 emissions transfer. …”
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Test Purpose Oriented I/O Conformance Test Selection with Colored Petri Nets by Jing Liu, Xinming Ye, Jiantao Zhou

“…This paper proposes an input-output conformance (IOCO) test selection method directed by test purpose model specified with colored Petri nets (CPN). …”
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Robust Stabilization Control Based on Guardian Maps Theory for a Longitudinal Model of Hypersonic Vehicle by Yanbin Liu, Mengying Liu, Peihua Sun

“…A typical model of hypersonic vehicle has the complicated dynamics such as the unstable states, the nonminimum phases, and the strong coupling input-output relations. As a result, designing a robust stabilization controller is essential to implement the anticipated tasks. …”
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Exchange Rate Risk Analysis Based on Firm Data: A Global Value Chain Perspective by Mimi Ning, Jianhong Qi

“…Based on Powers and Riker’s (2013) expanding exchange rate risk model, this paper matches data from China’s refined input-output table, the customs database, and the industrial enterprise database from 2002 to 2009 to measure the firms’ GVC forward linkages and backward linkages and therefore empirically tests the relationship between participation in the GVC and the exchange rate risk. …”
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Transmissibilty-Based Operational Modal Analysis for Flight Flutter Testing Using Exogenous Inputs by Christof Devriendt, Tim De Troyer, Gert De Sitter, Patrick Guillaume

“…In this paper, the transmissibility based output-only approach is combined with the input/output OMAX concept. This results in a new methodology in the field of operational modal analysis allowing the estimation of (scaled) modal parameters in the presence of arbitrary ambient (unknown) forces and artificial (known) forces.…”
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Control of a Three-Input DC-DC Converter Suitable for DC Motors by Amin Alizadeh Asl, Seyed Hossein Hosseini, Naser Vosoughi Kurdkandi, Ramin Alizadeh Asl

“…In the second step, the input-output sets must be paired using a relative gain array (RGA) matrix. …”
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Kinematic Analysis and Optimization Design of 2-CPR/UPU Three Translation Parallel Mechanism by Li Lihong, Zhang Fahai, Zhu Lei

“…In view of the real-time control problem caused by the strong coupling of input/output of the parallel mechanism, a three translation parallel mechanism with zero coupling degree is proposed according to the topological design theory and method of parallel mechanism of orientation feature position and orientation characteristic(POC) equation. …”
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Fully Canonical Triple-Mode Filter with Source-Load Coupling for 5G Systems by Cristóbal López-Montes, José R. Montejo-Garai

“…Given that this topology needs a source–load coupling level that is not possible to achieve with the classical iris ports, coaxial probes are used as input–output ports. A systematic procedure is developed to obtain the initial geometry before the full-wave optimization. …”
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Thermal Model Parameter Identification of a Lithium Battery by Dirk Nissing, Arindam Mahanta, Stefan van Sterkenburg

“…This paper uses a simple RC-network representation for the thermal model and shows how the thermal parameters are identified using input/output measurements only, where the load current of the battery represents the input while the temperatures at the poles represent the outputs of the measurement. …”
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Reliability of Dynamic Kinematic Accuracy for Gear Transmission by Peng Xiao Tiyi Liu Tao Zhang Junfu Peng

“…Then， the four order Runge-Kutta method is used to solve the dynamic response of gear transmission， BP neural network is applied to build the input-output relationship model of dynamic system and motion accuracy reliability model of gear transmission system is then created. …”
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