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Registered author: Philipp C. Wichardt
On Credibility and Causality in Economics: A Critical Appraisal, Andreas Bergh, Philipp C. Wichardt and Philipp Christoph Wichardt,
from CESifo
(2024)
Keywords: causality, empirical economics, methodology, credibility
A Real Effort vs. Standard Public Goods Experiment: Overall More All-or-Nothing, Lower Average Contributions and Men Become More Selfish in the Effort-Loss Frame, Tobias Schütze, Philipp C. Wichardt and Philipp Christoph Wichardt,
from CESifo
(2023)
Keywords: public goods, real effort, climate change, loss aversion, gender effects
Gender effects in dictator game giving under voluntary choice of the recipient’s gender: Women favour female recipients, Maximilian Baltrusch and Philipp C. Wichardt,
in Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics)
(2024)
Keywords: Dictator game; Gender differences; Voluntary choice; Cognitive dissonance; Charitable giving;
Conflicting identities: Cosmopolitan or anxious? Appreciating concerns of host country population improves attitudes towards immigrants, Tobias Stöhr and Philipp C. Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2016)
Keywords: Identity, Immigration, Integration, Migration, Refugees
Inequity aversion, welfare measurement and the Gini index, Ulrich Schmidt and Philipp C. Wichardt,
in Social Choice and Welfare
(2019)
Conflicting identities: cosmopolitan or anxious? Appreciating concerns of host country population improves attitudes towards immigrants, Tobias Heidland and Philipp C Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2024)
Keywords: intergroup contact, intergroup anxiety, perspective-taking, identity, migration, inte-gration, refugees
Modelling equilibrium play as governed by analogy and limited foresight, Philipp Wichardt,
in Games and Economic Behavior
(2010)
Keywords: Bounded rationality Chain Store Paradox Finite automata Imperfect recall Limited foresight Reasoning by analogy
Existence of Nash equilibria in finite extensive form games with imperfect recall: A counterexample, Philipp Wichardt,
in Games and Economic Behavior
(2008)
Existence of valuation equilibria when equilibrium strategies cannot differentiate between equal ties, Philipp Wichardt,
in Games and Economic Behavior
(2012)
Keywords: Bounded rationality; Valuation equilibrium; Existence; Imperfect recall;
An Application of Global Games to Signalling Models, Philipp Wichardt,
from Institute for Empirical Research in Economics - University of Zurich
Keywords: Global Games, Signalling, Equilibrium Selection, Intuitive Criterion, Limit Pricing
A status‐based motivation for behavioural altruism, Philipp Wichardt,
in International Journal of Social Economics
(2009)
Keywords: Altruism, Incentives (psychology), Motivation (psychology), Social status, Individual behaviour, Group behaviour
Identity, Utility, and Cooperative Behaviour: An Evolutionary Perspective, Philipp Wichardt,
in Scandinavian Journal of Economics
(2011)
Binmore, K.: Playing for Real. A Text on Game Theory, Philipp Wichardt,
in Journal of Economics
(2008)
Why and How Identity Should Influence Utility, Philipp Wichardt,
from Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich
(2007)
Keywords: cognitive dissonance; fairness; identity; reciprocity; social Norms; social preferences; utility
Norms, cognitive dissonance, and cooperative behaviour in laboratory experiments, Philipp Wichardt,
in International Journal of Social Economics
(2012)
Keywords: Cognitive dissonance, Laboratory experiments, Social norms, Experimentation, individual behaviour
Models and Fictions in (Micro-)Economics, Philipp Wichardt,
from Lund University, Department of Economics
(2014)
Keywords: Fictions; Modelling; Microeconomics; Story Telling
Nudging: An Experiment on Transparency, Controlling for Reactance and Decision Time, Tobias Schütze, Carsten Spitzer, Philipp C. Wichardt and Philipp Christoph Wichardt,
from CESifo
(2023)
Keywords: nudging, transparency, reactance, decision time
Illusion of Control: Psychological Characteristics as Moderators in Financial Decision Making, Tobias Schütze, Ulrich Schmidt, Carsten Spitzer and Philipp C. Wichardt,
in JRFM
(2024)
Keywords: illusion of control; financial decision making; investment decisions; risk
Illusion of Control: Psychological Characteristics as Moderators in Financial Decision Making, Tobias Schütze, Ulrich Schmidt, Carsten Spitzer and Philipp C. Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2024)
Keywords: illusion of control, financial decision making, investment decisions, risk
Procedurally justifiable strategies: Integrating context effects into multistage decision making, Fynn Kemper and Philipp Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2021)
Keywords: behavioural inconsistencies, context effects, limited foresight, procedural decision making, utility
On the belief (in-)dependence of sequential equilibria, Hans Carlsson and Philipp Wichardt,
in Economics Letters
(2012)
Keywords: Beliefs; Sequential equilibrium; Existence;
Providing Public Goods Without Strong Sanctioning Institutions, Anke Gerber and Philipp Wichardt,
from Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich
(2007)
Keywords: public goods; cooperation; institutions; Climate-Change Treaties
Iterated reasoning and welfare-enhancing instruments in the centipede game, Anke Gerber and Philipp Wichardt,
in Journal of Economic Behavior & Organization
(2010)
Keywords: Centipede game Cooperation Welfare
Providing Public Goods in the Absence of Strong Institutions, Anke Gerber and Philipp Wichardt,
from Institute for Empirical Research in Economics - University of Zurich
(2008)
Keywords: Public Goods, Cooperation, Institutions, Climate-Change Treaties
Finite-Order Beliefs and Welfare-Enhancing Instruments in the Centipede Game, Anke Gerber and Philipp Wichardt,
from Institute for Empirical Research in Economics - University of Zurich
(2007)
Keywords: Centipede Game, Cooperation, Level-k Thinking
Providing public goods in the absence of strong institutions, Anke Gerber and Philipp Wichardt,
in Journal of Public Economics
(2009)
Keywords: Public goods Cooperation Institutions Climate-change treaties
Why not sell lottery tickets in a pharmacy: on conflicting product features and consumer choice, Daniel Mueller and Philipp Wichardt,
in Applied Economics Letters
(2011)
Accounting for context: Separating monetary and (uncertain) social incentives, Andreas Bergh and Philipp Wichardt,
in Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics)
(2018)
Keywords: Context effects; Efficiency; Social norms; Social preferences; Utility;
Accounting for context: Separating monetary and social incentives, Andreas Bergh and Philipp Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2014)
Keywords: Context Effects, Efficiency, Social Norms, Social Preferences, Utility
Mine or ours? Unintended framing effects in dictator games, Andreas Bergh and Philipp Wichardt,
in Rationality and Society
(2022)
Keywords: dictator games; framing effects; property rights; social preferences
Openness to Concerns of Host Country Population Improves Attitudes Towards Immigrants, Tobias Stöhr and Philipp Wichardt,
from Verein für Socialpolitik / German Economic Association
(2016)
Mine, Ours or Yours? Unintended Framing Effects in Dictator Games, Andreas Bergh and Philipp Wichardt,
from Research Institute of Industrial Economics
(2018)
Keywords: Dictator games; Framing effects; Property rights; Social preferences
On the Private Provision of Intertemporal Public Goods with Stock Effects, Anke Gerber and Philipp Wichardt,
in Environmental & Resource Economics
(2013)
Keywords: Public goods, Stock effects, Climate-change, Deposits, H41, D02, C72,
How burning money requires a lot of rationality to be effective, Christian Seel and Philipp Wichardt,
in Economics Letters
(2012)
Keywords: Bounded rationality; Burning money; Forward induction; Valuation equilibrium;
Signaling, Globality, and the Intuitive Criterion, Christian Ewerhart and Philipp Wichardt,
from Institute for Empirical Research in Economics - University of Zurich
Keywords: Global Games, Signaling, Intuitive Criterion
Delegation and Interim Performance Evaluation, Miriam Schütte and Philipp Wichardt,
from CESifo
(2013)
Keywords: delegation, signaling, reputation
Delegation in Long-Term Relationships, Miriam Schütte and Philipp Wichardt,
from DIW Berlin, The German Socio-Economic Panel (SOEP)
(2012)
Keywords: delegation, signalling, reputation
Conflicting Identities: Cosmopolitan or Anxious? Appreciating Concerns of Host Country Population Improves Attitudes Towards Immigrants, Tobias Heidland and Philipp Wichardt,
from Institute of Labor Economics (IZA)
(2019)
Keywords: identity, integration, attitudes, immigration, refugees
Measuring individual risk attitudes in the lab: Task or ask? An empirical comparison, Jan-Erik Lönnqvist, Markku Verkasalo, Gari Walkowitz and Philipp C. Wichardt,
in Journal of Economic Behavior & Organization
(2015)
Keywords: Risk attitudes; Trust; Personality; Lab experiments;
Overconfidence can improve an agent's relative and absolute performance in contests, Sandra Ludwig, Philipp Wichardt and Hanke Wickhorst,
in Economics Letters
(2011)
Keywords: Overconfidence Contests
Base-Rate Neglect and Imperfect Information Acquisition, Philipp Wichardt and Pavlo R. Blavatskyy,
from Institute for Empirical Research in Economics - University of Zurich
Keywords: Bayes' rule, base-rate neglect, decision making, information acquisition
Minimum participation rules for the provision of public goods, Anke Gerber, Jakob Neitzel and Philipp Wichardt,
in European Economic Review
(2013)
Keywords: Public goods; Coalition formation; Endogenous institutions;
Overconfidence Can Improve an Agent's Relative and Absolute Performance in Contests, Sandra Ludwig, Philipp Wichardt and Hanke Wickhorst,
from University of Munich, Department of Economics
(2010)
Keywords: Overconfidence; Contests
On the Positive Effects of Overcon fident Self-Perception in Teams, Sandra Ludwig, Philipp Wichardt and Hanke Wickhorst,
from University of Munich, Department of Economics
(2011)
Keywords: Overconfidence; Team Production
Participation costs for responders can reduce rejection rates in ultimatum bargaining, Philipp Wichardt, Daniel Schunk and Patrick Schmitz,
in Economics Letters
(2009)
Keywords: Cognitive dissonance Loss aversion Participation costs Sunk costs Ultimatum game
Participation costs for responders can reduce rejection rates in ultimatum bargaining, Philipp Wichardt, Daniel Schunk and Patrick Schmitz,
from Institute for Empirical Research in Economics - University of Zurich
(2008)
Keywords: Cognitive dissonance; Participation costs; Sunk costs; Ultimatum game
Minimum Participation Rules for the Provision of Public Goods, Anke Gerber, Jakob Neitzel and Philipp Wichardt,
from CESifo
(2012)
Keywords: public goods, coalition formation, endogenous institutions
Strict Incentives and Strategic Uncertainty, Hans Carlsson and Philipp Christoph Wichardt,
from CESifo
(2019)
Keywords: game theory, self-enforcing solution, strict incentives, strategic uncertainty
Mine, Ours or Yours? Unintended Framing Effects in Dictator Games, Andreas Bergh and Philipp Christoph Wichardt,
from CESifo
(2018)
Keywords: dictator games, framing effects, property rights, social preferences
Inequity Aversion, Welfare Measurement and the Gini Index, Ulrich Schmidt and Philipp Christoph Wichardt,
from CESifo
(2018)
Keywords: Gini index, inequality, welfare
Gender Effects in Dictator Game Giving: Under Voluntary Choice, Women Favour Female Recipients, Maximilian Baltrusch and Philipp Christoph Wichardt,
from CESifo
(2018)
Keywords: dictator game, gender differences, voluntary choice, charitable giving
Procedurally Justifiable Strategies: Integrating Context Effects into Multistage Decision Making, Fynn Kemper and Philipp Christoph Wichardt,
from CESifo
(2021)
Keywords: behavioural inconsistencies, context effects, limited foresight, procedural decision making, utility
On Credibility and Causality in Economics: A Critical Appraisal, Andreas Bergh and Phillipp C. Wichardt,
from Research Institute of Industrial Economics
(2024)
Keywords: Causality; Empirical Economics; Methodology; Credibility
Pharmaceutical prices: The impact of the launch strategy. An analysis of German data, Yvonne-Beatrice Böhler, Christian Lamping and Philipp Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2019)
Keywords: AMNOG, early benefit assessment, pharmaceuticals
An economic sociological look at economics, Patrik Aspers, Sebastian Kohl, Jesper Roine and Philipp Wichardt,
in economic sociology. perspectives and conversations
(2008)
Measuring Individual Risk Attitudes in the Lab: Task or Ask? An Empirical Comparison, Jan-Erik Lönnqvist, Markku Verkasalo, Gari Walkowitz and Philipp Wichardt,
from CESifo
(2014)
Keywords: risk attitudes, trust, personality, lab experiments
Measuring individual risk attitudes in the lab: Task or ask? An empirical comparison, Jan-Erik Lönnqvist, Markku Verkasalo, Gari Walkowitz and Philipp Wichardt,
from Kiel Institute for the World Economy (IfW Kiel)
(2014)
Keywords: Risk Attitudes, Trust, Personality, Lab Experiments
Measuring Individual Risk Attitudes in the Lab: Task or Ask?: An Empirical Comparison, Jan-Erik Lönnqvist, Markku Verkasalo, Gari Walkowitz and Philipp Wichardt,
from DIW Berlin, The German Socio-Economic Panel (SOEP)
(2011)
Keywords: Risk attitudes, trust, personality, lab experiments
Measuring Individual Risk Attitudes in the Lab: Task or Ask? An Empirical Comparison, Jan-Erik Loennqvist, Markku Verkasalo, Gari Walkowitz and Philipp Wichardt,
from Cologne Graduate School in Management, Economics and Social Sciences
(2011)
Keywords: Risk Attitudes, Trust, Personality, Lab Experiments
Pharmaceutical Prices: The Impact of the Launch Strategy - An Analysis of German Data, Yvonne-Beatrice Böhler, Christian Lamping, Philipp Christoph Wichard and Philipp Christoph Wichardt,
from CESifo
(2019)
Keywords: AMNOG, early benefit, assessment, pharmaceuticals
Registered author: Philipp C. Rother
Matching with Waiting Times: The German Entry-Level Labour Market for Lawyers, Philipp D. Dimakopoulos and C.-Philipp Heller,
from Verein für Socialpolitik / German Economic Association
(2015)
Matching with waiting times: The German entry-level labor market for lawyers, Philipp D. Dimakopoulos and C.-Philipp Heller,
in Games and Economic Behavior
(2019)
Keywords: Many-to-one matching; Matching with contracts; Stability; Slot-specific choice functions; Waiting time; Legal education;
Matching with Waiting Times: The German Entry-Level Labor Market for Lawyers, Philipp D. Dimakopoulos and C.-Philipp Heller,
from CRC TRR 190 Rationality and Competition
(2018)
Keywords: many-to-one matching; matching with contracts; stability; slot-specific choice functions; waiting time; legal education;
Security Guarantees and Allied Nuclear Proliferation, Philipp C. Bleek and Eric B. Lorber,
in Journal of Conflict Resolution
(2014)
Keywords: nuclear proliferation; alliances; security guarantees; extended deterrence; South Korea
Strategic schools under the Boston mechanism revisited, Inacio Bo and C.-Philipp Heller,
from WZB Berlin Social Science Center
(2016)
Keywords: Mechanism Design, Two-Sided Matching, Boston Mechanism, School Choice
Digital infrastructure and entrepreneurial action-formation: A multilevel study, Philipp Schade and Monika C. Schuhmacher,
in Journal of Business Venturing
(2022)
Keywords: Entrepreneurial action; Digital infrastructure; Social cognitive theory; External enabler framework; Mechanism-based theorizing; Multilevel analysis;
Predicting entrepreneurial activity using machine learning, Philipp Schade and Monika C. Schuhmacher,
in Journal of Business Venturing Insights
(2023)
Keywords: Supervised machine learning; Classification; Prediction; Entrepreneurial activity;
Extending the reach of multi-tier sustainable supply chain management – Insights from mineral supply chains, Philipp C. Sauer and Stefan Seuring,
in International Journal of Production Economics
(2019)
Keywords: Delphi study; Multi-tier supply chain management; Sub-supplier management; Sustainability; Mineral resources; Cascaded approach; Lower-tier supplier management; Cluster analysis; Stakeholder requirements; Resilience; Profitability; Competitiveness;
The impact of cost allocation errors on price and product-mix decisions, C. Homburg, Julia Nasev and Philipp Plank,
in Review of Quantitative Finance and Accounting
(2018)
Keywords: Cost systems, Simulation, Pricing, Product mix, Product portfolio, Decision, Activity-based costing, Profit error, Cost heuristics, Cost allocation
Antitrust Economics of Cryptocurrency Mining, Florian Deuflhard and C-Philipp Heller,
in Journal of Competition Law and Economics
(2023)
The Role of Autonomy in the Transition to the World of Work, Jan F. C. Gellermann and Philipp Fuchs,
in Social Inclusion
(2022)
Keywords: autonomy; German education system; German labor market; school‐to‐work transition; socialization; vocational training; youths
Multi-Stakeholder Initiatives as Social Innovation for Governance and Practice: A Review of Responsible Mining Initiatives, Philipp C. Sauer and Michael Hiete,
in Sustainability
(2019)
Keywords: multi-stakeholder initiatives; social innovation; certification schemes; responsible mining; governance; conflict minerals; sustainability; environmental impacts; social impacts
How to conduct systematic literature reviews in management research: a guide in 6 steps and 14 decisions, Philipp C. Sauer and Stefan Seuring,
in Review of Managerial Science
(2023)
Keywords: Management, Methodology, Replicability, Research process, Structured literature review, Systematic literature review
Strategic schools under the Boston mechanism revisited, Inacio Bo and C.-Philipp Heller,
in Social Choice and Welfare
(2017)
Development of key performance indicators of capital market-oriented entities in the Prime Standard since the introduction of DRS 20, Philipp Blumenstein, Robert C. Schmidt and Jessica Hastenteufel,
in Managerial Economics
(2022)
Keywords: DRS 20, Prime Standard, key performance indicators
Entwicklung von Steuerungskennzahlen kapitalmarktorientierter Unternehmen im Prime Standard seit der Einführung des DRS 20, Philipp Blumenstein, Robert C. Schmidt and Jessica Hastenteufel,
from IU International University of Applied Sciences
(2022)
Keywords: DRS 20, Prime Standard, Steuerungskennzahlen, Key Performance Indicators, KPIs
Exclusionary bundle discounts: A simple model with two applications, C.-Philipp Heller, Heiner Lindenlaub and Frank Maier-Rigaud,
in Economics Bulletin
(2020)
Keywords: exclusionary pricing, bundling, mergers
Fiscal variables and bond spreads: evidence from eastern European countries and Turkey, Christiane Nickel, Philipp Rother and Jan C. Rülke,
from European Central Bank
(2009)
Keywords: Budget deficits, determination of interest rates, Eastern European countries, fiscal policy
Monitoring innovation in electrochemical energy storage technologies: A patent-based approach, Simon C. Mueller, Philipp G. Sandner and Isabell M. Welpe,
in Applied Energy
(2015)
Keywords: Electrochemical energy storage; Battery; Patent; Lithium; Regenerative fuel cell; Alkaline;
Electricity planning and implementation in sub-Saharan Africa: A systematic review, Philipp A. Trotter, Marcelle C. McManus and Roy Maconachie,
in Renewable and Sustainable Energy Reviews
(2017)
Keywords: African infrastructure; Energy planning; Electrification; Energy policy; Multi-criteria decision making; Renewable energy;
Solar energy's potential to mitigate political risks: The case of an optimised Africa-wide network, Philipp A. Trotter, Roy Maconachie and Marcelle C. McManus,
in Energy Policy
(2018)
Keywords: African development; Renewable energy; Regional electricity trade; Multi-criteria linear programming; Generation and transmission expansion planning; Political risk management;
Sustainable supply chain management in energy production: A literature review, Ahmed M.O. Hmouda, Guido Orzes and Philipp C. Sauer,
in Renewable and Sustainable Energy Reviews
(2024)
Keywords: Triple bottom line; Responsible supply chain management; Renewable energy; Fossil energy; Structured literature review; Research agenda;
Strategic Environmental Policy and the Mobility of Firms, Philipp Richter, Marco Runkel and Robert C. Schmidt,
in Journal of the Association of Environmental and Resource Economists
(2021)
The centralised sale of football media rights in Europe, C.-Philipp Heller, Slobodan Sudaric and Anne-Christin Winkler,
in European Competition Journal
(2023)
A systematic literature review exploring uncertainty management and sustainability outcomes in circular supply chains, Felipe Alexandre de Lima, Stefan Seuring and Philipp C. Sauer,
in International Journal of Production Research
(2022)
How Much Am I Expected to Pay for My Parents’ Firm? An Institutional Logics Perspective on Family Discounts, Thomas Zellweger, Melanie Richards, Philipp Sieger and Pankaj C. Patel,
in Entrepreneurship Theory and Practice
(2016)
Knowledge-based resources as determinants of MNC structure: tests of an integrative model, Tailan Chi, Paul C. Nystrom and Philipp Kircher,
in Journal of International Management
(2004)
Keywords: Organizational structure Knowledge intensity Transaction costs Contingency theory Integration-responsiveness
Organizational tensions in industry 4.0 implementation: A paradox theory approach, Marcos Dieste, Philipp C. Sauer and Guido Orzes,
in International Journal of Production Economics
(2022)
Keywords: Managerial challenges; Tensions; Paradox theory; Fourth industrial revolution; Digitalization; Smart manufacturing;
Implementationsanalyse des Modellprojekts zur Förderung geringqualifizierter Jugendlicher und Erwachsener - Abschlussbericht, Frank Bauer, Philipp Fuchs and Jan F. C. Gellermann,
from Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany]
(2020)
Keywords: Bundesrepublik Deutschland ; Nordrhein-Westfalen ; Ausbildungsförderung ; Berufsausbildung ; Coaching ; Erwachsene ; Jobcenter ; Jugendliche ; junge Erwachsene ; Modellversuch ; Modularisierung ; Niedrigqualifizierte ; Teilnehmerstruktur ; Arbeitslosengeld II-Empfänger ; 2016-2020
How to Avoid Black Markets for Appointments with Online Booking Systems, Rustamdjan Hakimov, C.-Philipp Heller, Dorothea Kübler and Morimitsu Kurino,
in American Economic Review
(2021)
How to Avoid Black Markets for Appointments with Online Booking Systems, Rustamdjan Hakimov, C.-Philipp Heller, Dorothea Kübler and Morimitsu Kurino,
in EconStor Open Access Articles and Book Chapters
(2021)
Forming attitudes via neural activity supporting affective episodic simulations, Roland G. Benoit, Philipp C. Paulus and Daniel L. Schacter,
in Nature Communications
(2019)
Gene synthesis allows biologists to source genes from farther away in the tree of life, Aditya M. Kunjapur, Philipp Pfingstag and Neil C. Thompson,
in Nature Communications
(2018)
Impact of global heterogeneity of renewable energy supply on heavy industrial production and green value chains, Philipp C. Verpoort, Lukas Gast, Anke Hofmann and Falko Ueckerdt,
in Nature Energy
(2024)
Congestion pricing. A mechanism design approach, C.-Philipp Heller, Johannes Johnen and Sebastian Schmitz,
from Université catholique de Louvain, Center for Operations Research and Econometrics (CORE)
(2019)
Congestion Pricing: A Mechanism Design Approach, C.-Philipp Heller, Johannes Johnen and Sebastian Schmitz,
in Journal of Transport Economics and Policy
(2019)
Congestion pricing: A mechanism design approach, C.-Philipp Heller, Johannes Johnen and Sebastian Schmitz,
from Free University Berlin, School of Business & Economics
(2015)
Keywords: mechanism design, congestion pricing, VCG mechanism, externalities, value of time
Comparison of Piecewise Linearization Techniques to Model Electric Motor Efficiency Maps: A Computational Study, Philipp Leise, Nicolai Simon and Lena C. Altherr,
from Springer
(2020)
Keywords: MINLP, Powertrain, Piecewise linearization, Efficiency optimization
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