RESEARCH ALGORITHMS & INTELLIGENT SYSTEMS

From research questions to
verifiable technical outcomes

WorkerGo provides R&D outsourcing in algorithms, AI, robotics, computer vision and research software for research institutions and R&D teams in China and internationally.

Requirement definition Technical assessment Development & validation Delivery & acceptance
River and wetland remote-sensing imagery
Remote sensing & spatial data
Laboratory robotic arm research setup
Robotic system integration
Machine-vision inspection example
Vision algorithm validation
Materials microscopy image analysis
Experimental image analysis
LiDAR point-cloud data
3D point-cloud processing
Validation recordReproducible
BaselineRecorded
ParametersArchived
Error analysisUnder review

SERVICE TYPES

Select engineering support by research task

Verifiable, reusable and deliverable technical work across the research workflow.

01AResearch Algorithm DevelopmentMathematical modelling, optimisation, signal processing and reproducible experiments

For prediction, classification, path planning, control and time-series tasks. Deliverables can include source code, parameter records, evaluation scripts and reproduction notes.

02RResearch Robotics DevelopmentPerception, localisation, navigation, control and system integration

Simulation, sensor integration, algorithm commissioning and hardware validation for mobile robots, manipulators and unmanned platforms.

03DDeep-Learning Model DevelopmentModel design, training, evaluation and research deployment

Baseline construction, training records, error analysis and inference code for classification, regression, detection, segmentation and sequence modelling.

04VComputer Vision & Image RecognitionDetection, segmentation, tracking, 3D reconstruction and anomaly recognition

From image acquisition and annotation rules to algorithms, visual evaluation tools and local or edge inference services.

05SResearch Data Analysis & SimulationStatistical modelling, numerical simulation and result visualisation

Data cleaning, statistical analysis, sensitivity studies, simulation acceleration and repeatable analysis environments.

06CResearch Software & SystemsResearch tools, algorithm platforms, APIs and task management

Web, desktop or device-side software with interfaces, logs, version records, deployment documentation and maintenance boundaries.

07GData Governance & Dataset EngineeringCleaning, standardisation, annotation, versioning and quality records

Data catalogues, dictionaries, annotation specifications, quality checks and versioned datasets with access and deletion rules.

08ISmart Laboratory & Instrument IntegrationInstrument data access, workflow automation and result traceability

File or API integration, parsing, quality control, algorithm analysis, visualisation and linkage to experiment records.

FOCUS APPLICATIONS

Technical capability applied to specific research questions

Initial work focuses on projects with defined data, equipment conditions and measurable acceptance criteria.

Environmental and ecological research

Environment & Ecology

Remote-sensing monitoring, ecological assessment, change detection, and water and atmospheric data research.

Review deliverable options
Robotics and intelligent equipment research

Robotics & Intelligent Equipment

Perception and control, intelligent assembly, flexible collaboration and autonomous-system development.

Review deliverable options
Infrastructure inspection research

Engineering Inspection & Infrastructure

Structural-health monitoring, drone inspection, 3D measurement and engineering-safety assessment.

Review deliverable options

EXTENDED & JOINT RESEARCH

Additional application areas

Emergency safety & disaster monitoring Agriculture & remote sensing Materials & experimental data intelligence Cultural heritage & digital humanities Medical & life-science research

VALIDATION & RESEARCH INTEGRITY

Process records support technical conclusions

01

Technical validation

Define data scope, hardware and software environments, versions, methods and metric definitions. A technical demonstration is not represented as a formal client deployment.

02

Outcome boundaries

No guarantee of publication, grant approval or a predetermined research conclusion. Technical services do not replace the researcher's responsibility for the research.

03

Data and medical boundaries

Do not send sensitive raw data in the initial inquiry. Medical and life-science work is limited to research-use tools and does not constitute diagnosis or treatment advice.

DELIVERY

Five stages from research objective to accepted work

Scope, schedule, ownership, disclosure boundaries and acceptance criteria are confirmed in the contract and technical appendix.

01
01

Requirement definition

Confirm objectives, inputs, existing resources and expected deliverables.

02
02

Technical assessment

Identify feasible approaches, data conditions, key risks and validation boundaries.

03
03

Proposal & quotation

Define the technical route, tasks, milestones and acceptance method.

04
04

Development & validation

Implement and evaluate in stages while retaining configuration, logs and reproducible experiments.

05
05

Delivery & acceptance

Deliver agreed code, models, data records and technical documentation.

NEWS & INSIGHTS

Technical progress and industry observations

English content is managed in the shared PbootCMS backend. Sources, authors and publication boundaries are checked before release.

Example | Evaluation and Reproduction Checklist for Image-Recognition Projects Example
Technical Articles

Example | Evaluation and Reproduction Checklist for Image-Recognition Projects

A checklist covering data versions, model parameters, metric definitions, error analysis and inference environments.

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Example | Publication Rules for Policy and Industry Updates Example
Policy & Industry

Example | Publication Rules for Policy and Industry Updates

Policy content should preserve the original source, issuing organisation and date, and separate source facts from engineering recommendations.

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Example | Managing WorkerGo News with PbootCMS Example
WorkerGo Updates

Example | Managing WorkerGo News with PbootCMS

An example of managing English categories, titles, summaries, authors, sources, thumbnails and article content in the shared PbootCMS backend.

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Publication rules Policy updates link to the original source Technical articles record environment and version Project progress is not represented as a client case Client identity and data remain confidential without authorisation

ABOUT WORKERGO

Engineering research ideas into verifiable outcomes

WorkerGo provides R&D outsourcing and technical collaboration services to universities, research institutes, laboratories and corporate R&D teams in China and internationally. Our work covers algorithms, AI, robotics, deep learning, computer vision, research data analysis and research software engineering—from requirement definition and technical assessment to solution design, implementation, experimental validation and delivery.

We use explicit technical boundaries, measurable acceptance criteria and reproducible records to extend a team's engineering capacity, shorten validation cycles and turn research concepts into testable, reusable and maintainable technical outcomes.

CLIENTSUniversities, research institutes, laboratories and corporate R&D teams
ENGAGEMENTFrom requirement definition and solution design to development, validation and delivery
DELIVERYExplicit boundaries, measurable criteria and reproducible records

PROJECT INQUIRY

Have a research engineering requirement?

Describe the research objective and current conditions so that scope and feasibility can be assessed first.

Beijing office: 10th Floor, Building 1, No. 51 Fuxing Road, Haidian District, Beijing, 10202. Langfang office: Room 605, Unit 2, Building 7, Fudi Plaza, Yanjiao Economic & Technological Development Zone, Sanhe City, Langfang, Hebei.

Email project requirements