Emergent software systems take a reward signal, an environment signal, and a collection of possible behavioural compositions implementing the system logic in a variety of ways, to learn in real-time how to best assemble a system to maximise reward. This reduces the burden of complexity in systems building by making human programmers responsible only for developing potential building blocks while the system determines how best to use them in its deployment conditions - with no architectural models or training regimes. Instead of adaptation being a special capability, emergent systems treat adaptation as continuous self-assembly, where a system is constantly reviewing its own behavioural composition to find alternative building blocks which b...
Contemporary systems are increasingly complex, with both large codebases and constantly changing env...
Emergent behaviours are often characterised by the recurrent and recognizable events observable in a...
A software system cannot be developed without considering the various facets of its environment. Sta...
Emergent software systems take a reward signal, an environment signal, and a collection of possible ...
Architectural self-organisation, in which different configurations of software modules are dynamical...
Conventional approaches to self-adaptive software architectures require human experts to specify mod...
Contemporary software systems often have millions of lines of code that interact over complex infras...
Current solutions to self-adaptive software architecture are very human-centric, depending on humans...
Emergent software systems take a step towards tackling the ever-increasing complexity of modern soft...
Contemporary deployment environments are volatile, with conditions that are often hard to predict in...
Adaptive and emergent systems exist to attempt to answer the deficiencies inherent to distributed sy...
Modern distributed systems are exposed to constant changes in their operating environment, leading t...
The emergence phenomenon has been widely discussed in many fields such as: Biology, natural sciences...
Digital systems are becoming increasingly complex, requiring significantly more effort and resources...
The Abstraction Refinement Model has been widely adopted since it was firstly proposed many decades ...
Contemporary systems are increasingly complex, with both large codebases and constantly changing env...
Emergent behaviours are often characterised by the recurrent and recognizable events observable in a...
A software system cannot be developed without considering the various facets of its environment. Sta...
Emergent software systems take a reward signal, an environment signal, and a collection of possible ...
Architectural self-organisation, in which different configurations of software modules are dynamical...
Conventional approaches to self-adaptive software architectures require human experts to specify mod...
Contemporary software systems often have millions of lines of code that interact over complex infras...
Current solutions to self-adaptive software architecture are very human-centric, depending on humans...
Emergent software systems take a step towards tackling the ever-increasing complexity of modern soft...
Contemporary deployment environments are volatile, with conditions that are often hard to predict in...
Adaptive and emergent systems exist to attempt to answer the deficiencies inherent to distributed sy...
Modern distributed systems are exposed to constant changes in their operating environment, leading t...
The emergence phenomenon has been widely discussed in many fields such as: Biology, natural sciences...
Digital systems are becoming increasingly complex, requiring significantly more effort and resources...
The Abstraction Refinement Model has been widely adopted since it was firstly proposed many decades ...
Contemporary systems are increasingly complex, with both large codebases and constantly changing env...
Emergent behaviours are often characterised by the recurrent and recognizable events observable in a...
A software system cannot be developed without considering the various facets of its environment. Sta...