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SIBE edition

Digital Leadership and Artifical Intelligence

Klaus Mainzer

This book is an introduction and summary of the topic of artificial intelligence. Our everyday life at work, at home and in our leisure time is already determined everywhere by AI functions. Smartphones that talk to us, wristwatches that remind us of our health data, work processes that organize themselves automatically, cars, airplanes and drones that control themselves, traffic and energy systems with autonomous logistics or mobile robots in companies and medicine are technical examples of a networked world of intelligent systems. Today, the focus is primarily on machine learning, whose algorithms work with the methods of statistical learning. The automation of financial and commodity chains (e.g. block chain), decision software and social scoring is becoming an increasing challenge for business and politics. In the future, the innovative strength of a country will depend on its AI potentials. However, the goal should also be norms, certificates and standards of AI, which have always ensured the quality of technology. Therefore, this book pleads for technology development: AI must prove itself as a service in society.

Introduction

Literature
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2 Dynamics of complex systems

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3 Innovation, evolution, disruption

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4 Energy technology and sustainability

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  • Serp J et al. (2014) The molten salt reactor (MSR) in generation IV: Overview and perspectives. In: Progress in Nuclear Energy 77, pp. 308-319.
  • China set to flip the switch on experimental new thorium molten salt nuclear reactor. In: ABC News August 27, 2021.
  • Stacey WW, Beavers VL, Casino WA, Cheatham JR, Friis ZW, Green RD, Hamilton WR, Haufler KW, Hutchinson JD, Lackey WJ, Lorio RA, Maddox JW, Mandrekas J, Manzoor AA, Noelke CA, de Oliveira C, Park M, Tedder DW, Terry MR, Hoffman EA (2005) A Subcritical, Gas-Cooled Fast Transmutation Reactor with a Fusion Neutron Source. In: Nuclear Technology 2 150 (2) May, pp. 162-188.
  • JRC. Technical Assessment of Nuclear Energy with Respect to the “Do No Significant Harm” Criteria of Regulation (EU) 2020/852 (Taxonomy Regulation). 6 Apr. 2021.
  • Federal Office for Radiation Protection: Decommissioning of nuclear facilities – Introduction.
  • Nuclear energy in Italy (no year) https://dewiki.de/Lexikon/Kernenergie_in_Italien.
  • BASE comments on the JRC report: https://www.base.bund.de/SharedDocs/Stellungnahmen/BASE/DE/2021/0714_base-fachstellungnahme-jrc-bericht.html.
    Gi, Keii, et al. (2020) Potential Contribution of Fusion Power Generation to Low-Carbon Development under the Paris Agreement and Associated Uncertainties. In: Energy Strategy Reviews, vol. 27, Jan. 2020, p. 100432, 10.1016/j.esr.2019.100432.
  • Bradshaw AM, Thomas Hamacher T (2005) Nuclear fusion – A sustainable energy source of the future. In: Naturwissenschaftliche Rundschau 58 12, pp. 629-637.
  • Freidberg JP (2007) Plasma Physics and Fusion Energy. Cambridge University Press: Cambridge.
  • Clery D (2006) ITER’s $12 Billion Gamble. In: Science 314, pp. 238-242.
  • Holtkamp N (2007) An overview of the ITER project. In: Fusion Engineering and Design 82, pp. 427-434.
    von Preuschen-Liebenstein R (2006) International ITER Fusion Energy Organization: Paving the way for power generation through nuclear fusion. In: atw, pp. 622-625.
  • Grunwald A, Grünwald R, Oertel D, Paschen H: Status report on nuclear fusion. Office of Technology Assessment at the German Bundestag, March 2002.
  • Boni MR, Musmeci L (1998) Organic fraction of municipal solid waste (OFMSW): extent of biodegradation. In: Waste Management and Research: The Jounal for a sustainable Circular Economy 16 2.
  • EASA study: Environment, Climate, and energy (2022).

5 Information technology and sustainability

Literature
  • Mainzer K (2019) Artificial intelligence. When will the machines take over? Springer: Berlin 2nd ed., p. 3.
    Puppe F (1988) Einführung in Expertensysteme. Springer: Berlin.
  • Mainzer K (1990) Knowledge-based systems. Remarks on the philosophy of technology and artificial intelligence. In: Journal for General Philosophy of Science 21, pp. 47-74.
  • Vapnik VN (1998) Statistical Learning Theory. Wiley: New York.
  • Hornik K, Stinchcombe M. White H (1989) Multilayer feedforward networks are universal approximators neural networks. In Neural Networks 2, pp. 359-366.
  • Mainzer K (2022) Verification and security for neural networks and machine learning. In: Mainzer (ed.) Philosophical Handbook of Artificial Intelligence. Springer: Berlin. Online.
  • Biere A, Heule M, van Maaren H, Walsh T (eds.) (2009) Handbook of Satisfiability. Amsterdam: IOS Press.
    Pulina L, Taccella A (2012) Challenging SMT solvers to verify neural networks. In: AI Communications 25 2, pp. 117-135.
    Leofante F, Narodytska N, Pulina L, Tacchella A (2018) Automated verification of neural networks: advance, challenges and perspectives. In: arXiv: 1805.009938vl [cs.AI].
  • Ehlers R (2017) Formal verification of piece-wise linear feed-forward neural networks. In: arXiv:1705.01320v3 [cs.LO].
    Mainzer K (2007) Thinking in Complexity. The Computational Dynamics of Matter, Mind and Mankind. Springer. Berlin 5th ed.
  • Roberts DA, Yaida S, Hanin B (2022) The Principles of Deep Learning Theory. An Effective Theory Approach to Understanding Neural Networks. Cambridge University Press: Cambridge, p. 5 ff.
  • Roberts DA, Yaida S, Hanin B (2022) The Principles of Deep Learning Theory. An Effective Theory Approach to Understanding Neural Networks. Cambridge University Press: Cambridge, p. 9 ff., 391-399.
  • Pearl J (2009) Causality: Models, Reasoning, and Inference. Cambridge (Mass.).
  • Hume D (1993) An inquiry into the human mind. Translated by R. Richter, ed. by J. Kulenkampff. 12th ed. Hamburg, p. 95.
  • Kant I (1900ff) Works. Ed. vols. 1-22 Prussian Academy of Sciences. Vol. 23 Deutsche Akademie der Wissenschaften zu Berlin (from vol. 24 Akademie der Wissenschaften zu Göttingen). Berlin AA III, pp. 93- KrV B 106.
    Knight W (2017) The dark secret at the heart of AI. In: MIT Technology Review. April 11, pp. 1-22.
  • Mainzer K (2020) Statistical and causal learning in machine learning. In: Mainzer K (ed.) Philosophical handbook of artificial intelligence. Springer: Berlin.
  • Mainzer K (2020) Life as a machine: How do we decipher the corona code? From systems biology and bioinformatics to robotics and artificial intelligence. Brill Mentis: Paderborn,.2nd ed.
  • Pfeifer R, Scheier C (2001) Understanding Intelligence. The MIT Press: Cambridge (Mass.).
    Newell A, Simon HA (1972) Human Problem Solving. Englewood Cliffs NJ.
  • Valera FJ, Thompson E, Rosch E (1991) The Embodied Mind: Cognitive Science and Human Experience. The MIT Press: Cambridge (Mass.).
  • Marcus G (2003) The Algebraic Mind: Integrating Connectionism and Cognitive Science. The MIT Press: Cambridge (Mass.).
  • Mainzer K (2009) From embodied mind to embodied robotics: Humanities and system theoretical aspects. In: Journal of Physiology (Paris) 103, pp. 296-304.
  • Wilson EO (2000) Sociobiology. The New Synthesis. 25th Anniversary Edition. Cambridge (Mass.).
  • Mataric MJ, Sukhatme GS, Ostergaard EH (2003) Multi-robot task allocation in uncertain environments. In: Autonomous Robots 14 2-3, pp. 253-261.
  • Brooks RA (2005) Human machines. Frankfurt.
  • Lee EA (2008) Cyber-physical systems: Design challenges. In: University of California Berkeley Technical Report No. UCB/EECS-2008-8.
  • acatech (ed.) (2011) Cyber-Physical Systems. Innovation driver for mobility, health, energy and production. Berlin.
  • Tretmans J, Brinksma E (2003) TorX: Automated model-based testing. In: Hartman A, Dussa-Zieger K (eds.) Proceedings of the First European Conference on Model-Driven Software Engineering.
  • Mainzer K, Schuster P, Schwichtenberg H (eds.) (2018) Proof and Computation. Digitalization in Mathematics, Computer Science, and Philosophy. World Scientific Singapore.
  • Coquand T, Huet G (1988) The calculus of constructions. In: Information and Computation 76 2-3, pp. 95-120.
  • Coupet-Grimal S, Jakubiec L (1996) Coq and Hardware Verification: A Case Study. TPHOLs, LCNS 1125, pp. 125-139.
  • Mainzer K, Schuster P, Schwichtenberg H (eds.) (2021) Proof and Computation. From Proof Theory and Univalent Mathematics to Program Extraction and Verification. World Scientific Singapore.
  • Kant I (1900 ff.) Edition of the Prussian Academy of Sciences. Berlin, AA IV, 421: “Act only according to that maxim by which you can at the same time will that it should become a general law.”
  • Aaronson S (2019) Why Google’s Quantum Supremacy Milestone Matters. In: The New York Times 30.10.2019 https://www.nytimes.com/2019/10/30/opinion/google-quantum-computer-sycamore.html (retrieved 10.05.20).
  • IBM Quantum Update: Q System One Launch, New Collaborators, and QC Center Plans: https://www.hpcwire.com/2019/01/10/ibm-quantum-update-q-system-one-launch-new-collaborators-and-qc-center-plans/ (accessed 10.05.20)
  • Mainzer K (2020) Quantum computers. From the quantum world to artificial intelligence. Springer: Berlin.
  • Audretsch J, Mainzer K (eds.) (1996) How many lives does Schrödinger’s cat have? On the physics and philosophy of quantum mechanics. Spektrum Akademischer Verlag: Heidelberg.
  • Preskill J (2018) Quantum computing in the NISQ era and beyond. In: arXiv:1801.00862v3 [quant-ph].
  • Aharonov D, van Dam W, Kempe J, Landau Z, Lloyd S, Regev O (2007) Adiabatic quantum computation is equivalent to standard quantum computation. In: p. 37, 166-194.
  • Shor PW (1997) Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer. In: SIAM J. Computing 26 1997, pp. 1484-1509.
  • Hidary JD (2019) Quantum Computing: An Applied Approach. Springer: Cham, pp. 65-66.
  • Briegel H-J, Dür W, Cirac JJ, Zoller P (1998) Quantum repeaters: The role of imperfect local operations in quantum communication. In: Phys. Rev. Lett. 81, pp. 5932-5935.
  • Enabling technology. In: Business Dictionary http://www.businessdictionary.com/definition/enabling-technology.html#ixzz2lrYdBsg3 (retrieved 12.05.20).
  • Mainzer K (2014) The calculation of the world. From the world formula to big data. C.H. Beck: Munich.
  • Mainzer K (2018) How computable is our world? Challenges for Mathematics, Computer Science and Philosophy in the Age of Digitalization. Springer Essentials: Wiesbaden.
  • European Commission (2017) The Impact of Quantum Technologies on the EU’s Future Policies. Part 1 Quantum Time. Luxembourg.
  • Kagermann H, Süssenguth F, Körner J, Liepold A (2020) Innovation potentials of second-generation quantum technologies. acatech Impuls, Kap. 8.2.
  • BMBF (ed.) (2018) Quantum technologies – from the basics to the market. Framework program of the Federal Government, Bonn.
  • Jones RAL (ed.) (2018) Quantum Technologies. Public Dialogue Report. In: EPSRC. UK Research and Innovation.
  • Mainzer K (2005) Symmetry and Complexity. The Spirit and Beauty of Nonlinear Science. World Scientific Singapore.
  • Mainzer K (2005) Thinking in Complexity. The Computational Dynamics of Matter, Mind, and Mankind. Springer: Berlin 5th edition.
  • Mainzer K, Chua L (2013) Local Activity Principle. Imperial University Press: London.
  • Banerjee R, Chakrabarti BK (2008) Models of Brain and Mind: Physical, Computational, and Psychological Approaches. Progress in Brain Research. Amsterdam.
  • Chua L (1971) Memristor: the missing circuit element. In: IEEE Transaction on Circuit Theor 18 5, pp. 507-519.
  • Chua L (2014) If it’s pinched it’s a memristor. In: Semiconductor Science and Technology 29 10, pp. 104001-1040042.
  • Sah MP, Kim H, Chua LO (2014) Brains are made of memristors. In: IEEE Circuits and Systems Magazine 14 1, pp. 12-36.
  • Williams RS (2008) How we found the missing memristor. In: IEEE spectrum 45 12, pp. 28-35.
  • Tetzlaff R (ed.) Memristors and Memristive Systems. Springer: Berlin, 14 (2016) (after Fig. 1.5).
  • NeuroSys (2021) BMBF Future Cluster Neuromorphic Hardware for Autonomous Artificial Intelligence Systems. Project paper, pp. 14-15.
  • Mirsa J, Saha J (2010) Artificial networks in hardware: A survey of two decades of progress. In: Neurocomputing 74 1-3, pp. 239-255.
  • Shasin BJ, Tait AN, de Lima TF, Pernice WHP, Bhaskaran H, Wright CD, Prucnal PR (2020) Photonics for artificial intelligence and neuromorphic computing. In: arXiv 2011.001111.
  • Kickuth R (2021) Bio-inspired computing. Brain-artificial neural networks – neuromorphic architectures… and what’s next: photonics quantum computing evolution. Rubicon.
  • Mainzer K, Kahle R (2020) Frontiers of artificial intelligence – theoretical-practical-ethical. Springer: Berlin.
    Ulmann B (2010) Analogrechner: Wunderwerke der Technik – Grundlagen, Geschichte und Anwendung. Oldenbourg: Munich.
  • Mainzer K (2018) The Digital and Real World. Computational Foundations of Mathematics, Science, Technology, and Philosophy. World Scientific Singapore. Ch. 10-12.
  • Ulmann B (2010) Analog and Hybrid Computer Programming. De Gruyter: Berlin.
  • Mainzer K (2020) Life as machines. Brill Mentis: Paderborn. 2nd edition.
  • Mainzer K (1997) Brain-computer complexity. Springer: Berlin.
  • Hiesinger PR (2021) The Self-Assembling Brain. How Neural Networks grow smarter. Princeton University Press: Princeton NJ.
  • Wahlster W, Winterhalter C (eds.) (2020) German Standardization Roadmap Artificial Intelligence. DIN + DKE: Berlin.

6 Competition between value systems

Literature
  • Center for European Economic Research. Federal Statistical Office. OECD, World Bank, World Intellectual Property Organization.
  • Reed BC (2014) The History and Science of the Manhattan Project. Springer: Berlin.
  • Dickson P (2001) Sputnik – The Shock of the Century. Walker: New York NY.
  • Mainzer K (2021) Complex Systems, Nonlinear Dynamics, and Local Activity Principle. Jay Forrester – Industrial Dynamics (1961), and Beyond. In: Baecker D (ed.) Key works of systems theory. Springer Fachmedien: Wiesbaden.
    Wiener N (1948) Cybernetics: Or Control and Communication in the Animal and the Machine. Hermann: Paris, Camb. Mass. (MIT Press), 2nd ed. 1961.
  • Wiener N (1950) The Human Use of Human Beings: Cybernetics and Society. Riverside Press: Rolling Meadows.
    Pugh AL (1976) DYNAMO user’s manual. MIT Press: Cambridge Mass. 5th ed.
  • Meadows DL (1974) Appendix C: How to Read a DYNAMO Flow Diagram, Appendix D: How to Read Dynamo Equations, Appendix E: How to Read a DYNAMO Graphical Output. In: Dynamics of growth in a finite world. Wright-Allen Press: Cambridge Mass.
  • Forrester JW (1961) Industrial Dynamics. MIT Press: Cambridge Mass.
  • Forrester JW (1970) Urban Dynamics. MIT Press: Cambridge Mass.
  • Meadows D, Meadows D, Randers J, Behrens III WW (1972) The Limits to Growth. A Report for the Club of Rome’s Project on the Predicament of Mankind. Universe Books: New York.
  • Daub A (2020) What Tech Calls Thinking: An Inquiry into the Intellectual Bedrock of Silicon Valley. Farrar, Straus & Giroux: New York.
  • Di Fabio U, Julian Dörr J, Kowalski O (eds.) (2022) Made in California. On the political ideology of Silicon Valley. Mohr Siebeck: Tübingen.
  • National Institute of Standards and Technology (2018) NIST launches consortium to support development of quantum industry: https://www.nist.gov/news-events/news/2018/09/nist-launches-consortium-support-development-quantum-industry (accessed 12.05.20).
  • The interpretation of freedom of expression, which is considered one of the highest legal rights, is significant for digitalization and social media. Freedom of speech is protected by the First Amendment to the United States Constitution, which is part of the Bill of Rights. Congress and the states cannot restrict freedom of speech by law. As a result, statements that in other countries would be considered sedition, an attack on the constitution or incitement to crime must be largely tolerated.
  • Fucks W (1965) Formulas for power. Forecasts about nations, economy, potential. Deutsche Verlags-Anstalt: Stuttgart.
    Statista (2021) Ranking of the 20 countries with the largest gross domestic product (GDP) in 2020. https://de.statista.com/statistik/daten/studie/157841/umfrage/ranking-der-20-laender-mit-dem-groessten-bruttoinlandsprodukt/#professional.
  • Simon H (2022) Russia is poor and dangerous. In: FAZ 23.2.22. Hermann Simon is the founder of the award-winning management consultancy Simon-Kucher & Partners.
  • Barack Obama (2014) YouTube: https://www.youtube.com/watch?v=TgrECWPbOak.
  • Weber M (1904) The Protestant ethic and the “spirit” of capitalism. In: Archiv für Sozialwissenschaft und Sozialpolitik 20, pp. 1-54.
  • Acemoglu D, Robinson JA (2012) Why Nations fail: The Origins of Power, Prosperity, and Poverty. Crown Business: New York.
  • Schumpeter JA (2005) Capitalism, Socialism and Democracy. UTB: Stuttgart 2005, chap. 7.
  • Popper KR (1945) The Open Society and Its Enemies. Part 2: The high tide of prophecy: Hegel, Marx and the aftermath. Routledge: London.
  • Nature Index: King Abdullah University of Science and Technology (KAUST), Saudi Arabia: https://www.natureindex.com/institution-outputs/saudi-arabia/king-abdullah-university-of-science-and-technology-kaust/513906c034d6b65e6a0006b0.
  • Zhang Q, Xu F, Li L, Liu NL, Pan JW (2019) Quantum Information Research in China. In: Quantum Science and Technology 4, 40503.
  • Mainzer K (2029) Artificial intelligence. When will the machines take over? Springer: Berlin 2nd ed., ch. 12.1.
    Yonxiang Lu (Editor-in-Chief) (2010) Science & Technology in China: A roadmap to 2050: Strategic general report of the Chinese Academy of Sciences. Beijing (science press). Springer: Heidelberg.
  • BAI Chunli (Editor-in-Chief) (2014) Vision 2020: Emerging Trends in Science and Technology and Strategic Option of China, in: Bulletin of the Chinese Academy of Sciences (BCAS) vol. 28 no.1.
  • Mainzer K (2029) Artificial intelligence. When will the machines take over? Springer: Berlin 2nd ed., ch. 12.1.
  • Confucius: The Great Learning = Da Xue. Chinese Text Project, 2007. web. January 18, 2016. http://ctext.org/analects.
  • Chun-chieh Huang (2009) Confucianism: Continuity and Development. Bielefeld.
  • Hayes LD (2012) Political Systems of East Asia. China, Korea and Japan. New York.
  • Hartmann WD, Maenning W, Run Wang (2017) China’s New Silk Road. Cooperation instead of isolation – The role reversal in world trade. Frankfurt.
  • Kant I (1912-1923) On Perpetual Peace. In: Kant’s Collected Writings. Ed. Royal Prussian Academy of Sciences Vol. VIII, Berlin.
  • Zhao T (2020) Everything under heaven. Past and Future of World Order, Suhrkamp: Frankfurt, 192 ff.
    Rawls J (2002) The Law of Peoples. Walter de Gruyter: Berlin.
  • Zhao T (2020) s. Note 35, chap. 3.6.
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  • European Commission (2017) The Impact of Quantum Technologies on the EU’s Future Policies. Part 1 Quantum Time. Luxembourg.
  • P. Häberle P (1987) Human dignity as the basis of the state community. In: Isensee I, Kirchhoff P (eds.) Handbuch des Staatsrechts der Bundesrepublik Deutschland Bd.I. Heidelberg, pp. 815-861.
  • Kleinheyer G (1975) Fundamental rights, human and civil rights, people’s rights.
  • Conze W, Koellek R (eds.) Geschichtliche Grundbegriffe Bd.II. Stuttgart, pp. 1047-1082.
  • Maunz-Dürig-Herzog (1985) Commentary on the Basic Law. Munich.
  • Stark C (1985) Das Bonner Grundgesetz. Commentary vol.1. 3rd ed.
  • Böckle F, Böckenförde EW (eds.) (1973) Naturrecht in der Kritik. Mainz.
  • Ilting K-H (1975) Naturrecht. In: Brunner O, Conze W, Kosselek R (eds.) Geschichtliche Grundbegriffe Bd.IV. Stuttgart, pp. 245-313.
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  • Kant I (1968) Grundlegung zur Metaphysik der Sitten. In: Kant’s works. Academy Text Edition Vol. IV. Berlin, pp. 428-429: “Now I say: man and every rational being in general exists as an end in itself, not merely as a means for arbitrary use for this or that will, but must at all times be regarded as an end in all its actions directed both to itself and to other rational beings…. The reason for this principle is that rational nature exists as an end in itself. This is how man necessarily conceives of his own existence; so far is it therefore a subjective principle of human action… The practical imperative will therefore be the following: Act in such a way that you use humanity both in your own person and in the person of everyone else at all times as an end, never merely as a means.”
  • Hobbes T (1968) Leviathan, or the Matter, Form and Power of a Commonwealth, Ecclesiastical and Civil. ed. by C.B. Macpherson. Harmondsworth.
  • Weber M (1973) Rechtssoziologie. Neuwied 1960.
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  • Kelsen H (1960) Reine Rechtslehre. Vienna 2nd ed. p. 442.
  • Ott W (1976) Legal positivism. Critical appraisal on the basis of legal pragmatism. Berlin.
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  • Kelsen H (1920) Vom Wesen und Wert der Demokratie. Mohr: Tübingen, 2nd ed. 1929.
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  • van Ooyen, RC (ed.) (2008) Hans Kelsen. Who should be the guardian of the constitution? Mohr Siebeck: Tübingen.
    Kant I (1912-1923) s. Note. 34.
  • Brunkhorst H (ed.) (2008) Rechts-Staat. State, international community and international law in Hans Kelsen. Nomos: Baden-Baden.
  • Mainzer K (2014) The calculation of the world. From the world formula to big data. C.H. Beck: Munich, p. 257.
  • Ernst Wolfgang Böckenförde EW (1991) The emergence of the state as a process of secularization. In: Law, State, Freedom. Studies in the Philosophy of Law, Theory of the State and Constitutional History. Suhrkamp: Frankfurt.

7 The future between sustainability and planetary
Awakening

Literature
  • Bostrom N (2014) Superintelligence. Scenarios of a coming revolution. Berlin.
  • Shanahan M (2010) Embodiment and the Inner Life. Cognition and Consciousness in the Space of Possible Minds. New York.
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  • Kurzweil R (2005) The Singularity is Near. When Humans transcend Biology. New York.
  • Eibisch N (2011) A machine builds a machine builds a machine…. In: Culture and Technology 1, pp. 48-51.
    Slovskij IS, Sagan C (1966) Intelligent Life in the Universe. Holden Day: San Francisco.
  • Kardashev NS (1964) Transmission of information by extraterrestrial civilizations. In: Soviet Astronomy 8 2, pp. 217-221.
  • Mainzer K (2022) Artificial intelligence on an interstellar mission. Robonauts, androids, cyborgs: space travelers of the future? In: Zaun H (ed.) Expedition into the sea of stars. Prospects, opportunities and risks of interstellar space travel. Springer: Berlin.
Further reading
  • acatech (ed.) (2011) Cyber-Physical Systems. Innovation driver for mobility, health, energy and production. Berlin.
  • Acemoglu D, Robinson JA (2012) Why Nations fail: The Origins of Power, Prosperity, and Poverty. Crown Business: New York.
  • Alverà M (2021) The Hydrogen Revolution. A Blueprint for the Future of Clean Energy, Hodder & Stoughton General Division Ed.
  • BMBF (ed.) (2018) Quantum technologies – from the basics to the market. Framework program of the Federal Government, Bonn.
  • Baecker D (ed.) Key works of systems theory. Springer Fachmedien: Wiesbaden.
  • Bradshaw AM, Hamacher T (2005) Nuclear fusion – A sustainable energy source of the future. In: Naturwissenschaftliche Rundschau 58 12, pp. 629-637.
  • Brunkhorst H (ed.) (2008) Rechts-Staat. State, international community and international law in Hans Kelsen. Nomos: Baden-Baden.
  • Caramizaru A, Uihlein A (2020) Energy communities: An overview of energy and social innovation. In: JRC Science for Policy Report. Publications Office of the European Union, 2020. Luxembourg.
  • Daub A (2020) What Tech Calls Thinking: An Inquiry into the Intellectual Bedrock of Silicon Valley. Farrar, Straus & Giroux: New York.
  • Di Fabio U, Dörr J, Kowalski O (eds.) (2022) Made in California. On the political ideology of Silicon Valley. Mohr Siebeck: Tübingen.
  • European Commission (2017) The Impact of Quantum Technologies on the EU’s Future Policies. Part 1 Quantum Time. Luxembourg.
  • Freidberg JP (2007) Plasma Physics and Fusion Energy. Cambridge University Press: Cambridge.
  • Gibson JE, Scherer WT (2007) How to do Systems Analysis. J. Wiley & Sons: Hoboken, New Jersey.
  • Haken H (1990) Synergetics. An introduction. Springer: Berlin 3rd edition.
  • Helbing D (2008) Managing Complexity: Insights, Concepts, Applications. Springer: Berlin.
  • IRENA (2020). Energy Transformation: European Union, Global Renewables Outlook.
  • Kagermann H, Süssenguth F, Körner J, Liepold A (2020) Innovation potentials of second-generation quantum technologies. acatech Impuls, Kap. 8.2.
  • NeuroSys (2021) BMBF Future Cluster Neuromorphic Hardware for Autonomous Artificial Intelligence Systems. project paper
  • Mainzer K (ed.) (1999) Complex Systems and Nonlinear Dynamics in Nature and Society. Complexity research in Germany on the way into the next century. Berlin: Springer.
  • Mainzer K (2004) Dynamical Systems. In: A. Scott (ed.), Encyclopedia of Nonlinear Science. Fitzroy Dearborn: London, pp. 240-241.
  • Mainzer K (2007) Thinking in Complexity. The Computational Dynamics of Matter, Mind, and Mankind. Springer: Berlin 5th edition.
  • Mainzer K, Chua L (2013) Local Activity Principle. Imperial College Press: London.
  • Mainzer K (2014) The calculation of the world. From the world formula to big data. C.H. Beck: Munich.
  • Mainzer K (2016) Information. Algorithm – Probability – Complexity – Quantum World – Life – Brain – Society. Berlin University Press: Berlin.
  • Mainzer K (2019) Artificial intelligence. When will the machines take over? Springer: Berlin 2nd ed.
  • Mainzer K (2030) Quantum computers. From the quantum world to artificial intelligence. Springer: Berlin.
    Rawls J (2002) The Law of Peoples. Walter de Gruyter: Berlin.
  • Ryberg D, Cagalayan D, Schmitt S, Linssen J, Stolten D, Robinius M (2019) The future of European onshore wind energy potential: detailed distribution and simulation of advanced turbine designs. In: Energy 19: 31181-31188.
  • Schumpeter JA (1911) Theory of Economic Development. An investigation into entrepreneurial profit, capital, credit, interest and the business cycle. 9th edition (1997) Duncker & Humblot.
  • Van der Voorde W (ed.) (2021) Hydrogen Technology – Innovations and Application. 3 vols. De Gruyter: Berlin Boston.
    von Clausewitz C (2016) Vom Kriege. Complete edition of the eight books. Edition Holzinger: Berlin.
  • Van den Daele W, Krohn W, Weingart P (eds.) (1979) Planned research. Comparative studies on the influence of political programs on the development of science. Suhrkamp: Frankfurt.
  • Weidlich W (2002) Sociodynamics. A Systematic Approach to Mathematical Modeling in the Social Sciences. Taylor & Francis: London.
  • Yonxiang L (Editor-in-Chief) (2010) Science & Technology in China: A roadmap to 2050: Strategic General Report of the Chinese Academy of Sciences. Beijing (Science Press). Springer: Heidelberg.

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Email: windisch@steinbeis-sibe.de
Phone: +49 70 32 – 94 58 – 92

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Leadership. Transformation. Innovation (coming soon)

Leadership and Futures Research (coming soon)

Leadership and Sustainability (coming soon)

Leadership and Networks (coming soon)