Deep reinforcement learning in World-Earth system models to discover sustainable management strategies

When optimization for governing human-environment tipping elements is neither sustainable nor safe

(2018) Wolfram Barfuss et al.   Nature Communications

A Thought Experiment on Sustainable Management of the Earth System

(2018) Jobst Heitzig et al.   Sustainability

Trajectories of the Earth System in the Anthropocene

(2018) Will Steffen et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

(2018) David Silver et al.   SCIENCE

Sustainability, collapse and oscillations in a simple World-Earth model

(2017) Jan Nitzbon et al.   Environmental Research Letters

Strategies for sustainable management of renewable resources during environmental change

(2017) Emilie Lindkvist et al.   PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Optimizing Chemical Reactions with Deep Reinforcement Learning

(2017) Zhenpeng Zhou et al.   ACS Central Science

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Planetary Boundaries: Exploring the Safe Operating Space for Humanity

(2016) Johan Rockström et al.   ECOLOGY AND SOCIETY

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Macroscopic description of complex adaptive networks coevolving with dynamic node states

(2015) Marc Wiedermann et al.   PHYSICAL REVIEW E

Planetary boundaries: Guiding human development on a changing planet

(2015) W. Steffen et al.   SCIENCE

Modeling experiential learning: The challenges posed by threshold dynamics for sustainable renewable resource management

(2014) Emilie Lindkvist et al.   ECOLOGICAL ECONOMICS

The topology of non-linear global carbon dynamics: from tipping points to planetary boundaries

(2013) J M Anderies et al.   Environmental Research Letters

Self-enforcing strategies to deter free-riding in the climate change mitigation game and other repeated public good games

(2011) J. Heitzig et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A safe operating space for humanity

(2009) Johan Rockström et al.   NATURE

Tipping elements in the Earth System

(2009) H. J. Schellnhuber   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Tipping elements in the Earth's climate system

(2008) T. M. Lenton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA