True CL5D Non-Binary Algorithm for Deterministic Valuation of Forest Products: Breaking Exploitative Pricing in Tribal Value Chains

We present the True CL5D (Five-Dimensional) Non-Binary Algorithm, a deterministic mathematical framework for phytochemical valuation that preserves unique chemical signatures across five dimensions: Concentration (C), Diversity (D), Phase (Φ), Amplitude (A), and Coupling (K). Unlike conventional binary normalization that collapses distinct profiles into homogeneous [0,1] scales, CL5D generates unique 5D signatures enabling objective quality certification and transparent pricing. Validation across three forest products (Mahua, Kendu, Sal) demonstrates complete signature separation with 5D magnitudes spanning three orders of magnitude (1,267 to 208,744) and efficacy scores differentiating by 25% price premiums. This framework addresses systematic exploitation in tribal Non-Timber Forest Product (NTFP) markets where information asymmetry enables monopolistic traders to suppress prices. Implementation in Van Dhan Vikas Kendra cooperatives could impact 10+ million forest-dependent households in India by establishing transparent, deterministic quality-based pricing mechanisms.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-22
DOI
https://doi.org/10.5281/zenodo.17678226
Primary Topic
Forest Management and Policy
Type
article
Field-Weighted Citation Impact
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article

True CL5D Non-Binary Algorithm for Deterministic Valuation of Forest Products: Breaking Exploitative Pricing in Tribal Value Chains

Zenodo (CERN European Organization for Nuclear Research)
Forest Management and Policy
article

True CL5D Non-Binary Algorithm for Deterministic Valuation of Forest Products: Breaking Exploitative Pricing in Tribal Value Chains

article en

Abstract

We present the True CL5D (Five-Dimensional) Non-Binary Algorithm, a deterministic mathematical framework for phytochemical valuation that preserves unique chemical signatures across five dimensions: Concentration (C), Diversity (D), Phase (Φ), Amplitude (A), and Coupling (K). Unlike conventional binary normalization that collapses distinct profiles into homogeneous [0,1] scales, CL5D generates unique 5D signatures enabling objective quality certification and transparent pricing. Validation across three forest products (Mahua, Kendu, Sal) demonstrates complete signature separation with 5D magnitudes spanning three orders of magnitude (1,267 to 208,744) and efficacy scores differentiating by 25% price premiums. This framework addresses systematic exploitation in tribal Non-Timber Forest Product (NTFP) markets where information asymmetry enables monopolistic traders to suppress prices. Implementation in Van Dhan Vikas Kendra cooperatives could impact 10+ million forest-dependent households in India by establishing transparent, deterministic quality-based pricing mechanisms.

Zenodo (CERN European Organization for Nuclear Research)
Devereux (US)
Life in Land
Openalex Percentile: Top 43%
Forest Management and Policy
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True CL5D Non-Binary Algorithm for Deterministic Valuation of Forest Products: Breaking Exploitative Pricing in Tribal Value Chains · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS