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turash/docs/concept/25_research_literature_review.md
Damir Mukimov 000eab4740
Major repository reorganization and missing backend endpoints implementation 
Repository Structure:
- Move files from cluttered root directory into organized structure
- Create archive/ for archived data and scraper results
- Create bugulma/ for the complete application (frontend + backend)
- Create data/ for sample datasets and reference materials
- Create docs/ for comprehensive documentation structure
- Create scripts/ for utility scripts and API tools

Backend Implementation:
- Implement 3 missing backend endpoints identified in gap analysis:
  * GET /api/v1/organizations/{id}/matching/direct - Direct symbiosis matches
  * GET /api/v1/users/me/organizations - User organizations
  * POST /api/v1/proposals/{id}/status - Update proposal status
- Add complete proposal domain model, repository, and service layers
- Create database migration for proposals table
- Fix CLI server command registration issue

API Documentation:
- Add comprehensive proposals.md API documentation
- Update README.md with Users and Proposals API sections
- Document all request/response formats, error codes, and business rules

Code Quality:
- Follow existing Go backend architecture patterns
- Add proper error handling and validation
- Match frontend expected response schemas
- Maintain clean separation of concerns (handler -> service -> repository)
2025-11-25 06:01:16 +01:00

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25. Research Literature Review

Overview

This document provides a comprehensive review of academic research, industry tools, case studies, and implementation guides related to industrial symbiosis, resource matching algorithms, and digital platforms. It serves as a knowledge base for the Turash platform development and validation.

For the core concept and implementation approach, see 03_core_concept_resource-matching_engine.md

Academic Research Papers

Industrial Symbiosis Matching Algorithms

  1. Input-Output Matching Methodology

    • Source: Chalmers University of Technology (2024)
    • Title: "Input-Output Matching for Industrial Symbiosis"
    • URL: https://research.chalmers.se/publication/531515
    • Description: Systematic approach to analyzing output streams (wastes/by-products) and matching them with material input requirements, emphasizing efficiency in industrial parks.

  2. Semantic Matching and Knowledge Graphs

  3. Formal Industrial Symbiosis Opportunity Filtering (FISOF)

Agent-Based Modeling and Optimization

  1. Spatial Agent-Based Models for Eco-Industrial Systems

    • Source: arXiv (2020)
    • Title: "Spatial Agent-Based Models for Simulating and Optimizing Networked Eco-Industrial Systems"
    • URL: https://arxiv.org/abs/2003.14133
    • Description: Models symbiotic exchanges from macro perspective, introducing methods for modeling by-product flow between industrial actors with multi-objective optimization.

  2. Multi-Agent Coordination Frameworks

    • Source: arXiv (2020)
    • Title: "Multiagent Frameworks for Coordinating Industrial Symbiosis"
    • URL: https://arxiv.org/abs/2006.01784
    • Description: Formal multiagent framework coordinating collaborative industrial practices, representing ISNs as cooperative games with game-theoretic formulation.

  3. Agent-Based Modeling Inspired by Innovation Diffusion Theory

    • Source: MDPI Sustainability (2017)
    • Title: "Promoting the Opportunity Identification of Industrial Symbiosis: Agent-Based Modeling Inspired by Innovation Diffusion Theory"
    • URL: https://www.mdpi.com/2071-1050/9/5/765
    • Description: Simulates emergence and development of IS networks, considering knowledge, attitude, and implementation of IS synergies gradually adopted by firms.

Matching Algorithms and Recommender Systems

  1. Hybrid Recommender Systems for Circular Economy

    • Source: MDPI Energies (2019)
    • Title: "A Hybrid Recommender System to Improve Circular Economy in Industrial Symbiotic Networks"
    • URL: https://www.mdpi.com/1996-1073/12/18/3546
    • Description: Hybrid recommender system combining content-based and collaborative filtering approaches, analyzing resource properties and geographical distances.

  2. Gale-Shapley Algorithm for Resource Matching

    • Source: MDPI Sustainability (2024)
    • Title: "Bilateral Matching Methods with Gale-Shapley Algorithm"
    • URL: https://www.mdpi.com/2071-1050/15/2/1505
    • Description: Adapted Gale-Shapley (deferred acceptance) algorithm for resource matching in supply chains, enabling structured matching process between suppliers and demanders.

  3. Bilateral Matching with Incomplete Data

    • Source: PMC/NIH (2024)
    • Title: "Bilateral Matching Methods for Resource Exchange with Incomplete Data"
    • URL: https://pmc.ncbi.nlm.nih.gov/articles/PMC11353705
    • Description: Methods considering synergy effects and incomplete data, utilizing k-nearest neighbor imputation and satisfaction evaluation indices.

Digital Platforms and Tools

  1. Digital Matchmaking Tools for Industrial Symbiosis

  2. Data Requirements for Effective Matching

    • Source: PMC/NIH Environmental Science and Pollution Research (2023)
    • Title: "Essential Data Points for Successful Synergy Identification in Industrial Symbiosis Platforms"
    • URL: https://pmc.ncbi.nlm.nih.gov/articles/PMC10445876
    • Description: Systematic review outlining critical data points including general information, inflow-outflow data, economic data, sharing practices, and platform-related information.

  3. Requirements Engineering for Industrial Symbiosis Tools

    • Source: MDPI Administrative Sciences (2020)
    • Title: "Requirements Engineering for Industrial Symbiosis Tools"
    • URL: https://www.mdpi.com/2076-3387/10/1/10
    • Description: Analysis toolbox, transformative knowledge, and simulation modeling for developing robust IS tools.

Machine Learning and AI

  1. AI-Driven Predictive Analytics for Waste Stream Mapping

  2. Machine Learning-Assisted Material Substitution

    • Source: OUCI (2023)
    • Title: "Machine Learning-Assisted Material Substitution Using Word Vectors"
    • URL: https://ouci.dntb.gov.ua/en/works/9JpM0yN4
    • Description: ML techniques using word vectors to estimate similarity for material substitutions, reducing manual effort in compiling unstructured information.

Process Integration and Optimization

  1. Process Integration Tools for Energy Exchange

    • Source: PMC/NIH (2023)
    • Title: "Process Integration Tools in Industrial Symbiosis Networks"
    • URL: https://pmc.ncbi.nlm.nih.gov/articles/PMC10445876
    • Description: Mathematical techniques (PI tools) for designing and optimizing IS networks, focusing on minimizing resource consumption and enhancing process efficiency.

  2. Multi-Objective Optimization with Genetic Algorithms

    • Source: MDPI (2019)
    • Title: "Multi-Objective Optimization for Industrial Symbiosis Networks"
    • Description: Genetic algorithms and metaheuristic approaches for solving complex optimization problems in industrial symbiosis settings.

Resource Matching in Cloud Manufacturing

  1. Resource Matching in Cloud Manufacturing Environment

    • Source: MDPI Symmetry (2021)
    • Title: "Matching of Manufacturing Resources in Cloud Manufacturing Environment"
    • URL: https://www.mdpi.com/2073-8994/13/10/1970
    • Description: Resource matching within cloud manufacturing environments, considering processing capabilities and availability for complex matching scenarios.

  2. Ontology-Based Resource Description Models

    • Source: MDPI Electronics (2022)
    • Title: "Unified Resource Description Model Based on Ontology"
    • URL: https://www.mdpi.com/2079-9292/11/8/1187
    • Description: Hierarchical and modularized framework to describe design, manufacturing, and service resources uniformly, facilitating efficient resource matching.

Industry Tools and Platforms

SYNER Platform

  • Source: SIMBIOSY
  • URL: https://simbiosy.com/en/industrial-symbiosis
  • Description: Tool for mapping material, energy, and waste flows within a territory, facilitating identification and quantification of resources for industrial symbiosis projects.

Industrial Symbiosis Readiness Level (ISRL) Matrix

National Industrial Symbiosis Program (NISP)

Case Studies

Real-World Implementations

  1. SymbioSyS (Spain)

    • Savings: €2.1M cumulative savings over 3 years
    • Participants: 150 companies
    • Focus: Multi-sector industrial symbiosis facilitation
    • Approach: Academic/research platform with material flow analysis
    • Key Insight: Proven concept validation, but limited commercial scalability

  2. Kalundborg (Denmark)

    • Status: World's first industrial symbiosis park
    • Established: 1960s-1970s
    • Participants: Multiple industries (power plant, refinery, pharmaceutical, fish farm)
    • Key Insight: Emergent symbiosis through proximity and mutual benefit, evolved organically
    • Research: Extensively studied as foundational case study for IS research

  3. DECORUM Platform (Italy)

    • Savings: €500k annual savings
    • Participants: 50+ construction companies
    • Focus: Construction and demolition waste management
    • Approach: Unified tracking system with material certification
    • Key Insight: Vertical focus enables deep domain expertise

  4. SWAN Platform (Balkans)

    • Savings: €1.8M annual value generated
    • Participants: 200+ facilities
    • Focus: Solid waste reuse network across Southeast Europe
    • Approach: Multi-language platform with EWC waste classification
    • Key Insight: Cross-border cooperation and regional scope

Tutorials and Implementation Guides

Graph-Based Matching

  1. Neo4j Graph Database Tutorials

    • Resource: Neo4j Developer Documentation
    • URL: https://neo4j.com/docs/
    • Relevant Topics:
      • Graph traversal algorithms
      • Cypher query optimization
      • Relationship modeling
      • Spatial queries with Neo4j

  2. Network Flow Algorithms

    • Resource: Competitive Programming Algorithms
    • Topics: Max-flow min-cut, bipartite matching, Hungarian algorithm
    • Application: Optimal resource allocation across network

Optimization Methods

  1. MILP Optimization Tutorials

    • Resource: OR-Tools Documentation, Gurobi Tutorials
    • Topics:
      • Mixed Integer Linear Programming formulation
      • Industrial symbiosis optimization models
      • Multi-objective optimization
      • Constraint programming

  2. Metaheuristic Algorithms

Semantic Matching and Knowledge Graphs

  1. Knowledge Graph Construction Tutorials

    • Resource: Stanford Knowledge Graph Course
    • Topics:
      • Ontology development
      • RDF/OWL modeling
      • Graph query languages
      • Semantic matching algorithms

  2. Semantic Matching Techniques

    • Resource: "Semantic Matching: A Survey" (ACM Computing Surveys)
    • Topics: Element-level matching, structure-level matching, semantic similarity

Digital Matchmaking Platforms

Research and Analysis

  1. Digital Matchmaking for Industrial Sustainability

  2. Collaboration Platform Enabling Industrial Symbiosis

Assessment Tools and Frameworks

  1. Implementation Potential Assessment

    • Source: MDPI Sustainability (2021)
    • Title: "Assessment Tool for Industrial Symbiosis Implementation"
    • URL: https://www.mdpi.com/2071-1050/13/3/1420
    • Description: Methodological approach for assessing company's potential for IS implementation, evaluating economic, geographical, and environmental characteristics

  2. Ecological Network Perspectives

    • Source: PMC/NIH (2024)
    • Title: "The Role of Trophic, Mutualistic, and Competitive Interactions in Industrial Symbiosis"
    • URL: https://pmc.ncbi.nlm.nih.gov/articles/PMC11219435
    • Description: Ecological network analysis providing insights into complex interactions within IS networks

Online Allocation and Resource Matching

  1. Online Allocation of Reusable Resources

    • Source: arXiv (2020)
    • Title: "Online Allocation of Reusable Resources"
    • URL: https://arxiv.org/abs/2002.02430
    • Description: Algorithms for online allocation with asymptotically optimal competitive ratios

  2. Resource Matching Techniques for Distributed Systems

    • Source: University of South Carolina
    • Title: "Matching Techniques for Resource Discovery in Distributed Systems"
    • URL: https://jmvidal.cse.sc.edu/library/castano04a.pdf
    • Description: Resource discovery and matching techniques in distributed computing environments

Additional Resources

State-of-the-Art Reports

  1. State-of-the-Art Report on Industrial Symbiosis

Conceptual Frameworks

  1. Conceptual Partner Matching Frameworks
    • Source: PMC/NIH (2022)
    • Title: "Developing a Conceptual Partner Matching Framework for Digital Green Innovation"
    • URL: https://pmc.ncbi.nlm.nih.gov/articles/PMC9304958
    • Description: Niche Field Model combined with Fuzzy VIKOR for structured partner selection

Waste Exchange Identification

  1. Waste Exchange Identification and Optimization
    • Source: AIS Electronic Library (2021)
    • Title: "Industrial Symbiosis Waste Exchange Identification and Optimization"
    • URL: https://aisel.aisnet.org/hicss-54/da/analytics_for_green_is/7
    • Description: Database framework, waste exchange identification algorithm, and optimization system for eco-industrial parks