Open research materials

Adaptation Needs in Robotic Systems: Assessing Behavior Trees and Their Enhancements

A self-contained replication package connecting the study process to its search material, extraction workbooks, selected studies, questionnaire, author validation, and interview evidence.

Cycle 1 · RQ1Adaptation needs
Cycle 2 · RQ2Classical BT limitations
Cycle 3 · RQ3BT enhancements
3research questions
31primary studies
46questionnaire responses
13author validations
6expert interviews

Research frame

Three cumulative questions

The analysis moves from why robotic systems need to adapt, through the limits of classical Behavior Trees, to the enhancements proposed in the literature.

RQ1

Adaptation needs

What adaptation needs characterize robotic systems?

RQ2

Classical BT support

To what extent can classical BT features address these needs, and what limitations emerge?

RQ3

BT enhancements

To what extent do enhancement approaches overcome those limitations, and what new limitations remain?

Methodology and artifact map

From the research process to the deposited evidence

The figure shows the three cycles. The table immediately below connects each phase and validation step to the files needed to inspect or reproduce it.

Research process with three cycles linking knowledge sources, contributions, validation activities, and research gaps.
Research process for identifying adaptation needs, assessing classical BT limitations, characterizing BT enhancements, and validating the findings. Download full-resolution PNG.
Figure phasePurposeDeposited artifacts
Cycle 1 · RQ1
Knowledge sources → adaptation needs → internal review
Ground and refine the classification of robotic adaptation needs. RQ1 search strings · DOCX Definitions and extracted evidence · XLSX
Cycle 2 · RQ2
Classical BT limitations ↔ authors' questionnaire → research gaps
Identify classical BT limitations, relate them to adaptation needs, and check the interpretation with study authors. Limitations and mappings · XLSX 31 author-validation forms · HTML 13 anonymous responses · XLSX
Cycle 3 · RQ3
BT literature review → adaptation approaches ↔ survey and interviews
Characterize BT generation, extension, evolution, and refinement, then triangulate practitioner judgments. Technical synthesis · XLSX Selected-study index · Paper ID, title, DOI Interview summary · Markdown
Study output
Integrated findings and research gaps
Report the complete analysis and its resulting gaps. Replication instructions · README Citation metadata · CFF

Traceability index

31 selected studies

Paper IDs, titles, and DOI or publisher records are kept together in one table.

#Paper IDTitleDOI / record
Loading the selected-study index…

Technical characteristics for these studies are available in the synthesis workbook.

Validation

Three complementary checks

The classification and mappings were examined using feedback from study authors, a broader questionnaire, and six semi-structured interviews.

13 anonymous responses

Author validation

All 31 customized forms are deposited. The received responses are stored together as anonymous records P1–P13.

Download responses · XLSX
46 responses

Practitioner questionnaire

The questionnaire, analyzed responses, and the 44-paper Scopus source list used to identify potential author invitees are included. The search covered papers published from 2024 through June 2026; contact email addresses are not released.

6 interviews

Semi-structured interviews

The released interview material is an anonymized summary of cross-cutting and technique-specific findings.

Read the interview summary
Browse all 31 author-validation forms

Each form records the paper-specific classification, extracted limitations, mapped adaptation needs, and validation questions.

Research team

Gran Sasso Science Institute

The replication package was prepared by the paper's research team at GSSI.

Mehran Rostamnia

Main contact

Ricardo Caldas

Research team

Gianluca Filippone

Research team

Patrizio Pelliccione

Research team