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System of systems is a collection of task-oriented or dedicated systems that pool their resources and capabilities together to create a new, more complex system which offers more functionality and performance than simply the sum of the constituent systems. Currently, systems of systems is a critical research discipline for which frames of reference, thought processes, quantitative analysis, tools, and design methods are incomplete. The methodology for defining, abstracting, modeling, and analyzing system of systems problems is typically referred to as system of systems engineering.


Overview

Commonly proposed descriptions—not necessarily definitions—of systems of systems, are outlined below in order of their appearance in the literature: # Linking systems into joint system of systems allows for the interoperability and synergism of Command, Control, Computers, Communications and Information (C4I) and
Intelligence, Surveillance and Reconnaissance ISTAR stands for intelligence, surveillance, target acquisition, and reconnaissance. In its macroscopic sense, ISTAR is a practice that links several battlefield functions together to assist a combat force in employing its sensors and managing t ...
(ISR) Systems: ''description in the field of information superiority in modern military''. # System of systems are large-scale concurrent and distributed systems the components of which are complex systems themselves: ''description in the field of communicating structures and information systems in private enterprise''. #System of systems education involves the integration of systems into system of systems that ultimately contribute to evolution of the social infrastructure: ''description in the field of education of engineers on the importance of systems and their integration''. # System of systems integration is a method to pursue development, integration, interoperability and optimization of systems to enhance performance in future battlefield scenarios: ''description in the field of information intensive systems integration in the military''. # Modern systems that comprise system of systems problems are not monolithic, rather they have five common characteristics: operational independence of the individual systems, managerial independence of the systems, geographical distribution, emergent behavior and evolutionary development: ''description in the field of evolutionary acquisition of complex adaptive systems in the military''. # Enterprise systems of systems engineering is focused on coupling traditional
systems engineering Systems engineering is an interdisciplinary field of engineering and engineering management that focuses on how to design, integrate, and manage complex systems over their life cycles. At its core, systems engineering utilizes systems thinki ...
activities with enterprise activities of strategic planning and investment analysis: ''description in the field of information intensive systems in private enterprise''. #System of systems problems are a collection of trans-domain networks of heterogeneous systems that are likely to exhibit operational and managerial independence, geographical distribution, and emergent and evolutionary behaviors that would not be apparent if the systems and their interactions are modeled separately: ''description in the field of National Transportation System, Integrated Military and Space Exploration''. Taken together, all these descriptions suggest that a complete system of systems engineering framework is needed to improve decision support for system of systems problems. Specifically, an effective system of systems engineering framework is needed to help decision makers to determine whether related infrastructure, policy and/or technology considerations as an interrelated whole are good, bad or neutral over time. The need to solve system of systems problems is urgent not only because of the growing complexity of today's challenges, but also because such problems require large monetary and resource investments with multi-generational consequences.


System-of-systems topics


The system-of-systems approach

While the individual systems constituting a system of systems can be very different and operate independently, their interactions typically expose and deliver important emergent properties. These emergent patterns have an
evolving Evolution is change in the heritable characteristics of biological populations over successive generations. These characteristics are the expressions of genes, which are passed on from parent to offspring during reproduction. Variation t ...
nature that stakeholders must recognize, analyze and understand. The system of systems approach does not advocate particular tools, methods or practices; instead, it promotes a new way of thinking for solving grand challenges where the interactions of technology, policy, and economics are the primary drivers. System of systems study is related to the general study of designing,
complexity Complexity characterises the behaviour of a system or model whose components interact in multiple ways and follow local rules, leading to nonlinearity, randomness, collective dynamics, hierarchy, and emergence. The term is generally used to ch ...
and
systems engineering Systems engineering is an interdisciplinary field of engineering and engineering management that focuses on how to design, integrate, and manage complex systems over their life cycles. At its core, systems engineering utilizes systems thinki ...
, but also brings to the fore the additional challenge of
design A design is a plan or specification for the construction of an object or system or for the implementation of an activity or process or the result of that plan or specification in the form of a prototype, product, or process. The verb ''to design' ...
. Systems of systems typically exhibit the behaviors of complex systems, but not all complex problems fall in the realm of systems of systems. Inherent to system of systems problems are several combinations of traits, not all of which are exhibited by every such problem: * Operational Independence of Elements * Managerial Independence of Elements * Evolutionary Development * Emergent Behavior * Geographical Distribution of Elements * Interdisciplinary Study * Heterogeneity of Systems * Networks of Systems The first five traits are known as Maier's criteria for identifying system of systems challenges. The remaining three traits have been proposed from the study of mathematical implications of modeling and analyzing system of systems challenges by Dr. Daniel DeLaurentis and his co-researchers at
Purdue University Purdue University is a public land-grant research university in West Lafayette, Indiana, and the flagship campus of the Purdue University system. The university was founded in 1869 after Lafayette businessman John Purdue donated land and ...
.


Research

Current research into effective approaches to system of systems problems includes: * Establishment of an effective frame of reference * Crafting of a unifying lexicon * Developing effective methodologies to visualize and communicate complex systems * Distributed resource management * Study of designing architecture ** Interoperability Curry, Edward. 2012
"System of Systems Information Interoperability Using a Linked Dataspace."
In IEEE 7th International Conference on System of Systems Engineering (SOSE 2012), 101–106.
** Data distribution policies: policy definition, design guidance and verification * Formal modelling language with integrated tools platformCOMPASS Research Project
/ref> * Study of various modeling, simulation and analysis techniques **
network theory Network theory is the study of graphs as a representation of either symmetric relations or asymmetric relations between discrete objects. In computer science and network science, network theory is a part of graph theory: a network can be de ...
**
agent based model An agent-based model (ABM) is a computational model for simulating the actions and interactions of autonomous agents (both individual or collective entities such as organizations or groups) in order to understand the behavior of a system and wha ...
ing **
general systems theory Systems theory is the interdisciplinary study of systems, i.e. cohesive groups of interrelated, interdependent components that can be natural or human-made. Every system has causal boundaries, is influenced by its context, defined by its structu ...
** probabilistic robust design (including uncertainty modeling/management) ** object-oriented simulation and programming ** multi-objective optimization * Study of various numerical and visual tools for capturing the interaction of system requirements, concepts and technologies


Applications

Systems of systems, while still being investigated predominantly in the defense sector, is also seeing application in such fields as national air and auto
transportation Transport (in British English), or transportation (in American English), is the intentional movement of humans, animals, and goods from one location to another. Modes of transport include air, land ( rail and road), water, cable, pipelin ...
and
space exploration Space exploration is the use of astronomy and space technology to explore outer space. While the exploration of space is carried out mainly by astronomers with telescopes, its physical exploration though is conducted both by uncrewed robo ...
. Other fields where it can be applied include
health care Health care or healthcare is the improvement of health via the prevention, diagnosis, treatment, amelioration or cure of disease, illness, injury, and other physical and mental impairments in people. Health care is delivered by health pr ...
, design of the
Internet The Internet (or internet) is the global system of interconnected computer networks that uses the Internet protocol suite (TCP/IP) to communicate between networks and devices. It is a '' network of networks'' that consists of private, p ...
,
software Software is a set of computer programs and associated documentation and data. This is in contrast to hardware, from which the system is built and which actually performs the work. At the lowest programming level, executable code consist ...
integration, and energy management and power systems. Social-ecological interpretations of resilience, where different levels of our world (e.g., the Earth system, the political system) are interpreted as interconnected or nested systems, take a systems-of-systems approach. An application in business can be found for
supply chain resilience Supply chain resilience is "the adaptive capability of the supply chain to prepare for unexpected events, respond to disruptions, and recover from them by maintaining continuity of operations at the desired level of connectedness and control over st ...
.


Educational institutions and industry

Collaboration among wide array of organizations is helping to drive development of defining system of systems problem class and methodology for modeling and analysis of system of systems problems. There are ongoing projects throughout many commercial entities, research institutions, academic programs, and government agences. Major stakeholders in the development of this concept are: * Universities working on system of systems problems, including Purdue University, the Georgia Institute of Technology, Old Dominion University, George Mason University, the University of New Mexico, the Massachusetts Institute of Technology, Naval Postgraduate School and Carnegie Mellon University. * Corporations active in this research such as The MITRE Corporation,
AIRBUS Airbus SE (; ; ; ) is a European multinational aerospace corporation. Airbus designs, manufactures and sells civil and military aerospace products worldwide and manufactures aircraft throughout the world. The company has three divisions: '' ...
,
BAE Systems BAE Systems plc (BAE) is a British multinational arms, security, and aerospace company based in London, England. It is the largest defence contractor in Europe, and ranked the seventh-largest in the world based on applicable 2021 revenue ...
,
Northrop Grumman Northrop Grumman Corporation is an American multinational aerospace and defense technology company. With 90,000 employees and an annual revenue in excess of $30 billion, it is one of the world's largest weapons manufacturers and military tech ...
,
Boeing The Boeing Company () is an American multinational corporation that designs, manufactures, and sells airplanes, rotorcraft, rockets, satellites, telecommunications equipment, and missiles worldwide. The company also provides leasing and ...
,
Raytheon Raytheon Technologies Corporation is an American multinational aerospace and defense conglomerate headquartered in Arlington, Virginia. It is one of the largest aerospace and defense manufacturers in the world by revenue and market capitali ...
,
Thales Group Thales Group () is a French multinational company that designs, develops and manufactures electrical systems as well as devices and equipment for the aerospace, defence, transportation and security sectors. The company is headquartered in Pari ...
, CAE, Saber Astronautics and
Lockheed Martin The Lockheed Martin Corporation is an American aerospace, arms, defense, information security, and technology corporation with worldwide interests. It was formed by the merger of Lockheed Corporation with Martin Marietta in March 1995. It ...
. * Government agencies that perform and support research in systems of systems research and applications, such as
DARPA The Defense Advanced Research Projects Agency (DARPA) is a research and development agency of the United States Department of Defense responsible for the development of emerging technologies for use by the military. Originally known as the A ...
, the U.S.
Federal Aviation Administration The Federal Aviation Administration (FAA) is the largest transportation agency of the U.S. government and regulates all aspects of civil aviation in the country as well as over surrounding international waters. Its powers include air traffic ...
,
NASA The National Aeronautics and Space Administration (NASA ) is an independent agency of the US federal government responsible for the civil space program, aeronautics research, and space research. NASA was established in 1958, succeedin ...
and
Department of Defense Department of Defence or Department of Defense may refer to: Current departments of defence * Department of Defence (Australia) * Department of National Defence (Canada) * Department of Defence (Ireland) * Department of National Defense (Philipp ...
(DoD) For example, DoD recently established the National Centers for System of Systems Engineering to develop a formal methodology for system-of-systems engineering for applications in defense-related projects. In another example, according to the
Exploration Systems Architecture Study The Exploration Systems Architecture Study (ESAS) is the official title of a large-scale, system level study released by the National Aeronautics and Space Administration (NASA) in November 2005 of his goal of returning astronauts to the Moon and ...
, NASA established the Exploration Systems Mission Directorate (ESMD) organization to lead the development of a new exploration “system-of-systems” to accomplish the goals outlined by President G.W. Bush in the 2004 Vision for Space Exploration. A number of research projects and support actions, sponsored by the
European Commission The European Commission (EC) is the executive of the European Union (EU). It operates as a cabinet government, with 27 members of the Commission (informally known as "Commissioners") headed by a President. It includes an administrative body ...
, are currently in progress. These target Strategic Objective IST-2011.3.3 in the FP7 ICT Work Programme (New paradigms for embedded systems, monitoring and control towards complex systems engineering). This objective has a specific focus on the "design, development and engineering of System-of-Systems". These projects include : * T-AREA-SoS (Trans-Atlantic Research and Education Agenda on Systems of Systems), which aims "to increase European competitiveness in, and improve the societal impact of, the development and management of large complex systems in a range of sectors through the creation of a commonly agreed EU-US Systems of Systems (SoS) research agenda". * COMPASS (Comprehensive Modelling for Advanced Systems of Systems), aiming to provide a semantic foundation and open tools framework to allow complex SoSs to be successfully and cost-effectively engineered, using methods and tools that promote the construction and early analysis of models. * DANSE (Designing for Adaptability and evolutioN in System of systems Engineering), which aims to develop "a new methodology to support evolving, adaptive and iterative System of Systems life-cycle models based on a formal semantics for SoS inter-operations and supported by novel tools for analysis, simulation, and optimisation". * ROAD2SOS (Roadmaps for System-of-System Engineering), aiming to develop "strategic research and engineering roadmaps in Systems of Systems Engineering and related case studies". * DYMASOS (DYnamic MAnagement of physically-coupled Systems Of Systems), aiming to develop theoretical approaches and engineering tools for dynamic management of SoS based on industrial use cases. * AMADEOSArchitecture for Multi-criticality Agile Dependable Evolutionary Open System-of-Systems (AMADEOS)
/ref> (Architecture for Multi-criticality Agile Dependable Evolutionary Open System-of-Systems) aiming to bring time awareness and evolution into the design of System-of- Systems (SoS) with possible emergent behavior, to establish a sound conceptual model, a generic architectural framework and a design methodology.


See also

*
Inheritance Inheritance is the practice of receiving private property, titles, debts, entitlements, privileges, rights, and obligations upon the death of an individual. The rules of inheritance differ among societies and have changed over time. Of ...
*
Software Library In computer science, a library is a collection of non-volatile resources used by computer programs, often for software development. These may include configuration data, documentation, help data, message templates, pre-written code and sub ...
*
Object-oriented programming Object-oriented programming (OOP) is a programming paradigm based on the concept of "objects", which can contain data and code. The data is in the form of fields (often known as attributes or ''properties''), and the code is in the form of ...
* Model-based systems engineering *
Enterprise systems engineering Enterprise systems engineering (ESE) is the discipline that applies systems engineering to the design of an enterprise.R.E. Giachetti (2010). Design of Enterprise Systems: Theory, Architecture, and Methods, CRC Press, Boca Raton, Florida, p. 3 As a ...
*
Complex adaptive system A complex adaptive system is a system that is '' complex'' in that it is a dynamic network of interactions, but the behavior of the ensemble may not be predictable according to the behavior of the components. It is '' adaptive'' in that the indiv ...
*
Systems architecture A system architecture is the conceptual model that defines the structure, behavior, and more views of a system. An architecture description is a formal description and representation of a system, organized in a way that supports reasoning about the ...
*
Process architecture Process architecture is the structural design of general process systems. It applies to fields such as computers (software, hardware, networks, etc.), business processes ( enterprise architecture, policy and procedures, logistics, project managemen ...
*
Software architecture Software architecture is the fundamental structure of a software system and the discipline of creating such structures and systems. Each structure comprises software elements, relations among them, and properties of both elements and relations. ...
* Enterprise architecture *
Ultra-Large-Scale Systems Ultra-large-scale system (ULSS) is a term used in fields including Computer Science, Software Engineering and Systems Engineering to refer to software intensive systems with unprecedented amounts of hardware, lines of source code, numbers of user ...
* Department of Defense Architecture Framework *
New Cybernetics Second-order cybernetics, also known as the cybernetics of cybernetics, is the recursive application of cybernetics to itself and the reflexive practice of cybernetics according to such a critique. It is cybernetics where "the role of the observer ...


References


Further reading

*
Yaneer Bar-Yam Yaneer Bar-Yam (born 1959) is an American scientist and activist specializing in complex systems. An expert in the quantitative analysis of pandemics, he advised policy makers on the Western African Ebola virus epidemic and founded EndCoronavirus ...
et al. (2004)
The Characteristics and Emerging Behaviors of System-of-Systems
in: ''NECSI: Complex Physical, Biological and Social Systems Project'', January 7, 2004. * Kenneth E. Boulding (1954) "General Systems Theory - The Skeleton of Science," ''Management Science'', Vol. 2, No. 3, ABI/INFORM Global, pp. 197–208. * Crossley, W.A.
''System-of-Systems:''
Introduction of Purdue University Schools of Engineering's Signature Area. * Mittal, S., Martin, J.L.R. (2013
''Netcentric System of Systems Engineering with DEVS Unified Process''
CRC Press, Boca Raton, FL * DeLaurentis, D. "Understanding Transportation as a System of Systems Design Problem," 43rd AIAA Aerospace Sciences Meeting, Reno, Nevada, January 10–13, 2005. AIAA-2005-0123. * J. Lewe, D. Mavris

''Foundation for Study of Future Transportation Systems Through Agent-Based Simulation''}, in: Proceedings of 24th International Congress of the Aeronautical Sciences ( International Council of the Aeronautical Sciences, ICAS), Yokohama, Japan, August 2004. Session 8.1. * * Held, J.M.,''The Modelling of Systems of Systems'', PhD Thesis, University of Sydney, 2008 * D. Luzeaux & J.R. Ruault, "Systems of Systems", ISTE Ltd and John Wiley & Sons Inc, 2010 * D. Luzeaux, J.R. Ruault & J.L. Wippler, "Complex Systems and Systems of Systems Engineering", ISTE Ltd and John Wiley & Sons Inc, 2011 * Popper, S., Bankes, S., Callaway, R., and DeLaurentis, D. (2004) ''System-of-Systems Symposium: Report on a Summer Conversation'', July 21–22, 2004, Potomac Institute for Policy Studies, Arlington, VA.


External links


System of Systems - video IBM
*{{cite web , url=http://asmarterplanet.com/blog/2010/03/the-internet-of-things.html , title= A Smarter Planet blog - The Internet of Things and System of Systems , date= October 2015 , publisher=IBM
IEEE International Conference on System of Systems Engineering
(SoSE)
System of Systems Engineering Center of Excellence

System of Systems, Systems Engineering Guide (USD AT&L Aug 2008)

International Journal of System of Systems Engineering
(IJSSE) Systems engineering Systems theory