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Simulation Experiments

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Simulation experiments are controlled studies that use computational models to replicate real-world processes or systems, allowing researchers to analyze complex phenomena, test hypotheses, and predict outcomes under varying conditions without the constraints of physical experimentation.
lightbulbAbout this topic
Simulation experiments are controlled studies that use computational models to replicate real-world processes or systems, allowing researchers to analyze complex phenomena, test hypotheses, and predict outcomes under varying conditions without the constraints of physical experimentation.

Key research themes

1. How can simulation methodologies be optimized for rigorous experimental design and statistical analysis?

This theme focuses on methodological advancements in the design, execution, and statistical analysis of simulation experiments to ensure reliability, reproducibility, and validity of simulation outputs. It addresses how practitioners select simulation parameters such as run length, replications, and warmup periods, as well as the handling of complex stochastic outputs prevalent in simulation studies.

Key finding: This paper provides a comprehensive overview of rigorous statistical methods for analyzing output from both terminating and non-terminating simulation experiments, emphasizing the critical importance of multiple independent... Read more
Key finding: This research articulates strategic principles for planning simulation experiments including selection of input configurations, run lengths, and output measures tailored to varying project goals such as steady-state analysis... Read more
Key finding: This tutorial delineates the procedural steps and challenges in conducting discrete-event simulation studies, underscoring the blend of artistry and scientific methodology. It discusses issues such as model construction... Read more

2. What philosophical and epistemological considerations shape the understanding and trust in simulation as a scientific method?

Exploring foundational questions, this theme investigates how simulations relate to traditional scientific methodologies such as experimentation and modelling. It covers debates on whether simulations demand new philosophical frameworks or can be integrated into existing epistemology, examines simulations’ epistemic reliability and validity, and compares the epistemic value of simulations relative to physical experiments.

Key finding: This paper critically evaluates claims that computer simulations introduce fundamentally new philosophical issues in scientific ontology and epistemology. It argues that simulations do not necessitate a new philosophy of... Read more
Key finding: The authors formulate a systematic epistemological account of simulated data, emphasizing that epistemic reliability depends on diverse mimicking relations between simulated data, simulation models, and empirical data... Read more
Key finding: This paper defends the thesis that traditional experiments hold an intrinsic epistemic advantage over simulations when all other factors are equal, not due to material similarity of samples but linked to natural kind... Read more
Key finding: Arguing against conceptualizing simulations merely as formal methods or experiments, the author reconceptualizes computer simulations as scientific instruments—technical artifacts distinct from both models and... Read more
Key finding: This analysis examines the claim that simulations can serve as epistemic substitutes for physical experiments and finds this equivalence conditional on distinguishing multiple epistemic functions and contextual factors. It... Read more

3. How can simulation be effectively integrated as a pedagogical and applied improvement tool across diverse disciplines?

This theme addresses the design, implementation challenges, and educational value of simulations, especially in professional training and system improvement contexts. It considers the cognitive and pedagogical assumptions underlying simulation use, barriers to adoption such as resource intensiveness and lack of guidance, and strategies to overcome these challenges for effective learning and real-world system enhancement.

Key finding: The paper identifies inherent tensions in simulation pedagogy between simplifying complex phenomena and producing rich, meaningful simulations, which create both learning opportunities and significant barriers to resource... Read more
Key finding: Introducing the 'Circle of Learning' framework, this paper articulates how simulation-based learning supports experiential acquisition of knowledge and skills in medical education, balancing ethical imperatives and patient... Read more
Key finding: This work highlights the emerging use of simulation beyond education towards systemic healthcare improvement, including readiness testing, behavioral analysis, and infrastructural evaluation. It emphasizes the current... Read more
Key finding: The paper explores the varied uses and misunderstandings surrounding simulation visualization, documenting its role as a cognitive bridge connecting abstract simulation data to real-world phenomena. It critiques tendencies to... Read more
Key finding: By comparing historical and contemporary surveys on simulation education, this study reveals persistent core issues such as curriculum content heterogeneity and professional preparation needs. It highlights a growing... Read more

4. What computational innovations enable scalable simulation experimentation and model development?

This theme investigates advancements in simulation software, computational infrastructure, and tools that enable efficient large-scale simulation experimentation. It covers distributed computing approaches including cloud platforms, development of flexible simulation toolkits, and containerized/autoscaling environments to manage computational demand and facilitate rapid, rigorous experimental iterations.

Key finding: Experiences from multiple projects demonstrate that deploying simulation experimentation on cloud platforms with adaptive resource provisioning can significantly reduce runtimes for large experiments. The development of... Read more
Key finding: This paper presents SimPlus, a C++ simulation toolkit developed to provide ease of use while implementing discrete-event simulations, featuring object-oriented design, advanced event list management, and improved random... Read more

All papers in Simulation Experiments

In a scenario where a vendor books its manufacturing capacity options to multiple retailers it is not unlikely that the vendor runs out of capacity and then it cannot serve more orders until future periods of time. This paper suggests... more
Dans cet article, nous utilisons la décomposition tensorielle PARAFAC (PARAllel FACtors) en vue de développer une nouvelle approche pour l'égalisation aveugle multi-utilisateur dans le cadre des systèmes de communications sans fil. Le... more
This report presents a general analysis for the performance of WLAN location determination systems. In particular, we present an analytical method for calculating the average distance error and probability of error of WLAN location... more
A review of model selection procedures in hidden Markov models reveals contrasting evidence about the reliability and the accuracy of the most commonly used methods. In order to evaluate and compare existing proposals, we develop a Monte... more
The application of chiral interlocked host molecules for discrimination of guest enantiomers has been largely overlooked, which is surprising given their unique three-dimensional binding cavities capable of guest encapsulation. Herein, we... more
Radio-Frequency Identification (RFID) technology brings many innovative applications. Of great importance to RFID applications in production economics is misplaced-tag pinpointing (MTP), because misplacement errors fail optimal inventory... more
SUMMARYAs radio frequency identification (RFID) tags become more ubiquitously available, they will stay in dynamic environments where tags can freely enter or leave RFID readers' interrogation range. With such a dynamic tag... more
Two simulation experiments were conducted to verify whether the idea of virtual force scatter plot algorithm, used for searching solutions of the facility layout problems, may be used as an input to the classical CRAFT and simulated... more
The paper presents comparative investigation of the effectiveness of three algorithms used for optimizing control panel objects' arrangements. We examined two modified classical approaches involving changing of objects' pairs, that is... more
A simulation experiment was conducted to verify whether the Link scatter plot algorithm (Grobelny, 1999) used for searching solutions of the facility layout problems may be used as an input to the classical CRAFT algorithm (Buffa et al.,... more
Two simulation experiments were conducted to verify whether the idea of virtual force scatter plot algorithm, used for searching solutions of the facility layout problems, may be used as an input to the classical CRAFT and simulated... more
The paper presents comparative investigation of the effectiveness of three algorithms used for optimizing control panel objects' arrangements. We examined two modified classical approaches involving changing of objects' pairs, that is... more
The component layout problem requires efficient search of large, discontinuous spaces. The efficient layout planning of a production site is a fundamental task to any project undertaking. This paper describes a genetic algorithm (GA) to... more
Purpose: The aim of this paper is to provide the framework for management of reverse flow of materials in automotive industry. The emphasis is placed on the remanufacturing activities. Materials management in such conditions is a real... more
In a scenario where a vendor books its manufacturing capacity options to multiple retailers it is not unlikely that the vendor runs out of capacity and then it cannot serve more orders until future periods of time. This paper suggests... more
Recently radio frequency identification (RFID) is promoting the rapid development of Internet of things (IoTs) and has been widely applied in numerous industrial applications such as inventory management, object tracking and smart... more
This Paper gives the introduction to Reverse Logistics and Remanufacturing also gives its impact on the industry and most impact on automotive industry and discuss some environmental issues related to the Reverse Logistics. The term Green... more
Purpose: The aim of this paper is to provide the framework for management of reverse flow of materials in automotive industry. The emphasis is placed on the remanufacturing activities. Materials management in such conditions is a real... more
This paper addresses the problem of using unrealistic mobility scenarios for simulation of ad-hoc routing protocols. We present CAD-HOC, a cousin tool to Network Simulator (ns), which allows ad-hoc networking experimentation to be... more
The present work is intended to address two of the major difficulties that can be found when tackling the estimation of the local orientation of the data in a scene, a task which is usually accomplished by means of the computation of the... more
Purpose: Many studies demonstrate that DOE, CAE and optimization tools can be very effective in product and process development, however their integration is still under investigation, hampering the applicability of such engineering... more
In a scenario where a vendor books its manufacturing capacity options to multiple retailers it is not unlikely that the vendor runs out of capacity and then it cannot serve more orders until future periods of time. This paper suggests... more
Two simulation experiments were conducted to verify whether the idea of virtual force scatter plot algorithm, used for searching solutions of the facility layout problems, may be used as an input to the classical CRAFT and simulated... more
Analyzing behavioral patterns of workloads is critical to understanding Cloud computing environments. However, until now only a limited number of real-world Cloud datacenter tracelogs have been available for analysis. This has led to a... more
Low Earth Orbit (LEO) networks have dynamic, yet deterministic, topologies. varying connectivity pattern would result in the re connections passing through a link that is turned f the topology change. In this ations, routing, handover.
Two approximate techniques for analyzing the window size distribution of TCP flows sharing a random early detection (RED) like bottleneck queue are presented. Both methods presented first use a fixed point algorithm to obtain the mean... more
Abstract-Statistical or asynchronous time division multiplexing of variable bit rate moving image sources is a first step toward packetized video networks. Its goal is to efficiently utilize a common communica-tions channel while... more
As communication networks provide newer services, signaling is becoming more and more compute intensive compared to present day networks. It is known that under overload conditions, the call throughput (goodput) and the network revenue... more
Five series of crude oil samples exposed to atmospheric conditions have been analysed at the molecular level, each series comprising several samples originating from the same crude oil but altered to dierent extents. The aim of our... more
A magnetic resonance image may contain truncation artifacts if there are not enough high-frequency data when the conventional Fourier transform method is used for reconstruction. In this paper we propose a method for reducing the... more
The Radio-Frequency Identification (RFID) technology has stimulated many innovative applications. Misplacedtag pinpointing (MTP) is important to RFID applications in production economics because optimal inventory placement can... more
This paper addresses the problem of using unrealistic mobility scenarios for simulation of ad-hoc routing protocols. We present CAD-HOC, a cousin tool to Network Simulator (ns), which allows ad-hoc networking experimentation to be... more
The demand for weldable 13%Cr pipes with outside diameter such as 18", 20" and 24" has increased greatly. Considering such a requirement, Dalmine and NKK have developed a new production route for OD 20" pipes. Girth welded joints (GTAW)... more
This paper proposes a new MAC protocol, called request-TDMA/CDMA protocol, for supporting multimedia traffic in wireless networks. The protocol has CDMA laid over TDMA like frame structure which has two kinds of slots, viz., data slots... more
Purpose: The aim of this paper is to provide the framework for management of reverse flow of materials in automotive industry. The emphasis is placed on the remanufacturing activities. Materials management in such conditions is a real... more
Published data on the effects of different levels of hydrogen sulphide (H2S) and pH in aqueous environments on steels have been reviewed. Both sulphide stress corrosion cracking (SSCC) and hydrogen pressure induced cracking (HPIC) have... more
In order to provide adequate quality of service to large-bandwidth calls, such as video conference calls, service providers of integrated-services networks may want to allow some customers to book ahead their calls, i.e., make advanced... more
We propose an efficient strategy for resource management for scalable QoS guaranteed real-time communication services. This strategy is based on sink trees, and is particularly well suited for differentiated-services based architectures.... more
In this paper, the simulation experiments with different control laws are given, based on a new approach to solving the control tasks for robots in contact with the environment [1]-[5]. The comparison of these control laws with the... more
Statistical or asynchronous time division multiplexing of variable bit rate moving image sources is a first step toward packetized video networks. Its goal is to efficiently utilize a common communications channel while maintaining... more
This paper presents a shaper architecture that scales to a large number of connections with diverse burstiness and bandwidth parameters. The architecture arbitrates fairly between connections with conforming cells by carefully integrating... more
The Markov-Modulated Poisson Process (MMPP) has been extensively used for modelling bursty traflc generated by multimedia applications because it is able to model the time-varying arrival rate and capture the important correlation between... more
Many recent studies have convincingly demonstrated that network traffic exhibits a noticeable self-similar nature which has a considerable impact on queuing performance. However, the networks used in current multicomputers have been... more
In this paper, a novel method of adaptive singleended sweep measurement can be used for measurement the mutual inductance transmission line parameters is presented. The principle of this method is based on non-linear frequency response... more
This study addresses the adequacy of some theoretical information criteria when using finite mixture modelling on discovering patterns in continuous data. In fact, the selection of an adequate number of clusters is a key issue in deriving... more
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