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2017 | Buch

Interactive Granular Computations in Networks and Systems Engineering: A Practical Perspective

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Über dieses Buch

The book outlines selected projects conducted under the supervision of the author. Moreover, it discusses significant relations between Interactive Granular Computing (IGrC) and numerous dynamically developing scientific domains worldwide, along with features characteristic of the author’s approach to IGrC. The results presented are a continuation and elaboration of various aspects of Wisdom Technology, initiated and developed in cooperation with Professor Andrzej Skowron.

Based on the empirical findings from these projects, the author explores the following areas:

(a) understanding the causes of the theory and practice gap problem (TPGP) in complex systems engineering (CSE);

(b) generalizing computing models of complex adaptive systems (CAS) (in particular, natural computing models) by constructing an interactive granular computing (IGrC) model of networks of interrelated interacting complex granules (c-granules), belonging to a single agent and/or to a group of agents;

(c) developing methodologies based on the IGrC model to minimize the negative consequences of the TPGP.

The book introduces approaches to the above issues, using the proposed IGrC model. In particular, the IGrC model refers to the key mechanisms used to control the processes related to the implementation of CSE projects.

One of the main aims was to develop a mechanism of IGrC control over computations that model a project’s implementation processes to maximize the chances of its success, while at the same time minimizing the emerging risks. In this regard, the IGrC control is usually performed by means of properly selected and enforced (among project participants) project principles. These principles constitute examples of c-granules, expressed by complex vague concepts (represented by c-granules too). The c-granules evolve with time (in particular, the meaning of the concepts is also subject of change). This methodology is illustrated using project principles applied by the author during the implementation of the POLTAX, AlgoTradix, Merix, and Excavio projects outlined in the book.

Inhaltsverzeichnis

Frontmatter

Introduction: Research Motivations, Approaches, Challenges, and Overview of Results

Frontmatter
Chapter 1. Research Motivations

Many scientists consider understanding intelligence as the greatest contemporary problem in science and engineering.

Andrzej Jankowski
Chapter 2. Research Objectives and Selected Approaches

This book includes a concise summary and analysis of the conclusions, drawn from the completion of many complex projects, both described in literature and experienced by the author himself.

Andrzej Jankowski
Chapter 3. Challenges of WisTech (Based on IGrC) for CAS Modeling, Controlling, and Monitoring

Roughly speaking, a complex system can be understood as the one whose the elements are difficult to separate. We may find examples of complex systems all around us [18, 346]: cells are composed of interacting molecules, brains are composed of interacting neurons, societies are composed of interacting individuals, ecosystems are composed of interacting species.

Andrzej Jankowski
Chapter 4. Main Overview of Results

A deeper analysis shows that the motivation behind the research, outlined in Chap. 1 is related to conducting a search for the guidelines, which will ensure a better understanding of the answers to the following questions.

Andrzej Jankowski
Chapter 5. Guide to the Contents of the Book

The present book consists of the following parts.

Andrzej Jankowski

CSE: Rudiments

Frontmatter
Chapter 6. The Concept of Complex System

Going beyond mythology as a way to explaining the world the ancient Greek philosophers introduced science based on reason, evidence, and ontology linked to verifiable experiments.

Andrzej Jankowski
Chapter 7. Examples of Complex Systems

In everyday life, one can find many mutually interactive systems that facilitate or hinder our actions. Of course, only some of them are of significance to us, whereas many others do not have any influence on our life.

Andrzej Jankowski
Chapter 8. Concept of Complex Systems Engineering (CSE)

Learning how to be a successful systems engineer is entirely different from learning how to excel at a traditional engineering discipline.

Andrzej Jankowski

The Theory-Practice Gap Problem (TPGP)

Frontmatter
Chapter 9. CSE Practice: CSE Crisis

There are many books dedicated to CSE (e.g., see [107, 141, 192, 279, 356, 424]) which encompass essential knowledge, based on considerable experience in many domains of CSE applications.

Andrzej Jankowski
Chapter 10. CSE Theory: Some Approaches

There are many textbooks which focus on theoretical conclusions drawn from practical observations of many complex engineering projects.

Andrzej Jankowski
Chapter 11. TPGP: The Concept of the Theory—Practice Gap Problem

CSE projects are usuallyTheory-practice gap problem (TPGP) implemented in an unpredictable and continuously changing environment.

Andrzej Jankowski
Chapter 12. CSE Crisis: Some Examples of Causes

The problems with communication and understanding user requirements are illustrated by the wit, which has been known for many decades and which is shown in Fig. 12.1.

Andrzej Jankowski
Chapter 13. Fundamental Precause of CSE Crisis (FP3C)

It should be very stronglyFundamental pre-cause of CSE crisis (FP3C)FP3C – fundamental pre-cause of CSE crisis emphasized that the example of the problem in understanding the requirements (cf. Sect. 12.1) is only one of many reasons that contribute to the CSE Crisis.

Andrzej Jankowski
Chapter 14. TPGP: An Approach to Large Scale Context by Adaptive Selection of CSE Principles

At the end of the 20th century, the governments of many countries realized that there was a great need to be prepared for potential risks, resultingRiskpotential from the fact that a large part of the existing infrastructure used software which was unable to smoothly incorporate the change of dates between 1999 and 2000.

Andrzej Jankowski
Chapter 15. TPGP: WisTech as a “Silver Bullet” for Interactive Approximations

As shown by numerous reports on the implementation of complex projects and its effects, there is still no “Silver Bullet” for CSE which could effectively help achieve success.

Andrzej Jankowski

CSE: Case Studies

Frontmatter
Chapter 16. POLTAX

We use the word POLTAX in the following two meanings.

Andrzej Jankowski
Chapter 17. AlgoTradix

AlgoTradix as an IT project, is the name of a software development project which was implemented between 2006–2011 by a group of companies organized around AdgaM Solutions under the name of AdgaM Group. The author of this book was involved to a great extent in the management of AdgaM Group.

Andrzej Jankowski
Chapter 18. Merix

Their aim was to develop such products, that could be used in a variety of industries and business areas.

Andrzej Jankowski
Chapter 19. Excavio

The Excavio project was carried out by NuTech Solutions, whose background and history of formation was presented at the beginning of the discussion on the Merix project.

Andrzej Jankowski
Chapter 20. Unmanned Aerial Vehicle (UAV)

It was a research project carried out from 1997 to 2005, dedicated to the design of intelligent autonomous vehicles and other autonomous systems. In particular, the project focused on the development of an airborne computer system, capable of making rational decisions about the continued operation of the aircraft on the basis of various sources of knowledge, including pre-stored geographical knowledge, knowledge obtained from visual sensors and knowledge obtained through data link.

Andrzej Jankowski
Chapter 21. Conclusions: Toward Science-Friendly Languages for Interaction Rules & CSE Principles

In this chapter, we present selected conclusions, drawn from the projects described in Part of the book (Case Studies), as well as many other projects.

Andrzej Jankowski

CSE as a Metaphor of Mind “Computations”

Frontmatter
Chapter 22. CSE as Interactive Thinking by Society of Agents

On the basis of a substantial and practical experience in CSE, it can be said, in short, that it involves solving many complex problems, discovering some aspects of a constantly changing project and implementing mutually entangled activities among the societies of agents (including humans, computer systems and/or automatic control systems), which attempt to carry out assigned tasks through mutual interaction.

Andrzej Jankowski
Chapter 23. The Model of Thinking Problem (MT): How Do We Understand and Describe the Processes of Human Thinking, Communicating and Thought-Refinement?

Taking into account that CSE can be treated asHuman thinking modelling problem (MT)Human thinking modelling problem (MT) the process of interactive thinking by the society of agents, one can ask the following question.

Andrzej Jankowski
Chapter 24. Judgment, Constructive Mathematics, and Intuitionism

In Sect. 12.3, we have introduced potential problems associated with the misuse of non-constructive techniques of modern mathematics in CSE.

Andrzej Jankowski
Chapter 25. Thinking as a “Languageless Activity of the Mind” Having Its Origin in the Perception of a Move of Time

It is quite revealing that many outstanding minds reject to treat the understanding of creativity of the process of rational thinking, as the processing of grammatical statements expressed in a natural language.

Andrzej Jankowski
Chapter 26. Physical World and Uncertainty as Parts of the “Essence of Human Language”

One might think that great rational minds can easily handle the problem of appropriate interpretation of a language, expressing the achievements of modern science concerning the world around us. All in all, we constantly witness a rapid and spectacular progress in science and technology.

Andrzej Jankowski

WisTech Approach to Models of Mind: Preliminaries

Frontmatter
Chapter 27. Preliminaries of IGrC in the Context of Agent Architecture

I cannot state strongly enough my conviction that the preoccupation with Consistency, so valuable for Mathematical Logic, has been incredibly destructive to those working on models of mind. At the popular level it has produced a weird conception of the potential capabilities of machines in general.

Andrzej Jankowski
Chapter 28. Selected Distinguishing Properties of WisTech IGrC Models

This assumption, among others, is understood in such a way that all interactions that are analyzed by us are reduced to physical phenomena.

Andrzej Jankowski
Chapter 29. The Wisdom Equation and C-granules

In Chap. 13, entitled “Fundamental Pre-Cause of CSE Crisis (FP3C),” Complex systems engineering (CSE)crisispre-cause we described the interaction strategies for adaptive learning, with a particular emphasis placed on learning of “intelligent patterns of behavior” by the colonies of bacteria.

Andrzej Jankowski
Chapter 30. Some C-granule “Links” to Socratic Dialogues, Tarski Truth, and Semantic Games

The WisTech’s approach towards “wisdom” presented in this book refers to the motto of this chapter, which is the above-quoted message of Socrates.

Andrzej Jankowski

Framework Postulates for Ontology of WisTech Models

Frontmatter
Chapter 31. Complexity of Designing an Ontology for Practically Useful IGrC Models

In Chap. 22, we have noticed that CSE projects can be treated as interactive thinking processes, implemented by the society of agents.

Andrzej Jankowski
Chapter 32. Framework Postulates for WisTech (FPW)

One of the main objectives of WisTech is

Andrzej Jankowski

WisTech Introduction to Efficient Acting, Learning, and CSE Project Implementation

Frontmatter
Chapter 33. WisTech Approach to Agent’s Efficiency Management

By WisTech agents, agentsinInteractionplan short, we mean agents, who comply with the WisTech postulates (i.e., FPW-01-FPW-16). For example, WisTech agents may represent human beings participating in CSE projects, IT system components, or simply agents, as understood by the AI systems.

Andrzej Jankowski
Chapter 34. Some Issues of WisTech Approach to CSE

The basic concept of WisTech, that is the concept of judgment, is treated in this book as an extension of the concept of reasoning.

Andrzej Jankowski
Chapter 35. A WisTech Approach to CSE

In Part III of the book, we discussed problems that stems from differences between the theory and practice of CSE. The collection of these problems were referred to, in brief, as TPGP (Chap. 11).

Andrzej Jankowski
Chapter 36. Conclusions and Future Research

Practical conclusions from the implementation of numerous CSE projects (cf. Part III and Part IV of this book) indicate that there still is a very large gap between theory and practice (cf. TPGP in Chap. 11).

Andrzej Jankowski
Backmatter
Metadaten
Titel
Interactive Granular Computations in Networks and Systems Engineering: A Practical Perspective
verfasst von
Andrzej Jankowski
Copyright-Jahr
2017
Electronic ISBN
978-3-319-57627-5
Print ISBN
978-3-319-57626-8
DOI
https://doi.org/10.1007/978-3-319-57627-5