Submitted:
22 May 2023
Posted:
23 May 2023
Read the latest preprint version here
Abstract
Keywords:
1. Introduction
2. Materials and Methods

- a.
- The research method used was qualitative research with a descriptive approach using purposive sampling and snowball sampling techniques. The purposive sampling technique is to select research locations and stakeholders involved in forest management. While the snowball sampling technique is a sampling technique that is carried out by following a snowball pattern, starting with village leaders, then community leaders so that the information obtained is accurate regarding biophysical conditions, and forest damage and then the search for information will stop if the informant provides the same information as previous informants by the research objectives. The data was collected through in-depth interviews with informants and observing people's daily lives as well as forest damage and the causes of the damage.
- b.
- The data collected is in the form of primary data and secondary data. Primary data is in the form of interviews with informants about forest damage, secondary data includes village profiles and potential, and information retrieval from scientific journal references to complement primary data. Data collection techniques through interviews, observation and literature studies. Interviews, namely data collection techniques through question and answer with informants about forest damage, documentation, namely methods of collecting data by looking at the activities that cause damage and taking pictures of damaged areas and studying documents from the village office and at the FMU office
- c.
-
Spatial analysis
-
Changes in land coverTools and materials. The tools and materials used in this study were ArcGIS 10, series 10.4, a set of computer hardware, GPS, Landsat 7 ETM+ and Landsat 8 OLI satellite imagery of the forest area of Halmahera Island in 2006, 2011, 2016, 2021, a map of the North Halmahera area.
-
The procedure for making mapsAccording to [19] that the condition of land cover is very closely related to the pattern of land use that develops in an area. For processing land cover data obtained from the Ministry of Environment and Forestry of the Republic of Indonesia. Furthermore, using Landsat 7 ETM+ and 8 OLI imagery to calculate changes in forested land to non-forested land from 2006, 2011, 2016 and 2021. The method used is supervised classification with the maximum likelihood algorithm[15,16]. According to [20] the procedure for making a map is shown in Figure 2.
-
3. Results
3.1. Anthropogenic Activity
3.2. Figures, Tables and Schemes


| Village name | 2006 | 2011 | Percentage | Fixed/Changed | |||
|---|---|---|---|---|---|---|---|
| Primary | Secondary | Open | Ha | ||||
| Roko | Primary | Primary | 29.35 | 0.26 | Fixed | ||
| Roko | Primary | Open | 5.46 | 0.05 | Changed | ||
| Soakonora | Primary | Primary | 932.01 | 8.39 | Fixed | ||
| Soakonora | Primary | Secondary | 5,41 | 0.05 | Changed | ||
| Soakonora | Primary | Open | 72.64 | 0.65 | Changed | ||
| Soakonora | Secondary | Secondary | 2.69 | 0.02 | Fixed | ||
| Togawa | Primary | Primary | 2,472.58 | 22.26 | Fixed | ||
| Togawa | Primary | Secondary | 17.39 | 0.16 | Changed | ||
| Togawa | Primary | Open | 48.26 | 0.43 | Changed | ||
| Togawa | Secondary | Secondary | 6.31 | 0.06 | Fixed | ||
| Mamuya | Primary | Primary | 1,567.96 | 14.12 | Fixed | ||
| Efi-Efi | Primary | Primary | 1,501.04 | 13.51 | Fixed | ||
| Wangongira | Primary | Primary | 4,446.69 | 40.03 | Fixed | ||
| The total area of HMPF | 11,107.81 | 100 | |||||
| Changes in the area of protected forest | 76.81 | 0.69 | |||||
| Village name | 2011 | 2016 | Percentage | Fixed/Changed | |||
|---|---|---|---|---|---|---|---|
| Primary | Secondary | Open | Ha | ||||
| Roko | Primary | Primary | 29.35 | 0.26 | Fixed | ||
| Roko | Open | Open | 5.46 | 0.05 | Fixed | ||
| Soakonora | Primary | Primary | 932.01 | 8.39 | Fixed | ||
| Soakonora | Secondary | Primary | 8.10 | 0.07 | Changed | ||
| Soakonora | Open | Open | 72.64 | 0.65 | Changed | ||
| Togawa | Primary | Primary | 2,472.58 | 22.26 | Fixed | ||
| Togawa | Secondary | Primary | 23.71 | 0.21 | Changed | ||
| Togawa | Open | Open | 48.26 | 0.43 | Fixed | ||
| Mamuya | Primary | Primary | 1,567.96 | 14.12 | Fixed | ||
| Efi Efi | Primary | Primary | 1,501.04 | 13.51 | Fixed | ||
| Wangongira | Primary | Primary | 4,446.69 | 40.03 | Fixed | ||
| The total area of HMPF | 11,107.81 | 100 | |||||
| Changes in the area of protected forest | 31.81 | 0.29 | |||||
| Village name | 2016 | 2021 | Percentage | Fixed/Changed | |||
|---|---|---|---|---|---|---|---|
| Primary | Secondary | Open | Ha | ||||
| Roko | Primary | Primary | 29.35 | 0.26 | Fixed | ||
| Roko | Open | Open | 5.46 | 0.05 | Fixed | ||
| Soakonora | Primary | Primary | 344.37 | 3,10 | Fixed | ||
| Soakonora | Primary | Secondary | 595.74 | 5.36 | Changed | ||
| Soakonora | Open | Open | 72.64 | 0.65 | Fixed | ||
| Togawa | Primary | Primary | 1,687.55 | 15.19 | Fixed | ||
| Togawa | Primary | Secondary | 805.49 | 7.25 | Changed | ||
| Togawa | Primary | Grass | 3.25 | 0.03 | Changed | ||
| Togawa | Open | Open | 48.26 | 0.43 | Fixed | ||
| Mamuya | Primary | Primary | 1,559.52 | 14.04 | Fixed | ||
| Mamuya | Primary | Secondary | 8.44 | 0.08 | Changed | ||
| Efi Efi | Primary | Primary | 1,263.47 | 11.37 | Fixed | ||
| Efi Efi | Primary | Secondary | 237.57 | 2.13 | Changed | ||
| Wangongira | Primary | Primary | 4,300.65 | 38.72 | Fixed | ||
| Wangongira | Primary | Secondary | Secondary | 133.60 | 1.20 | Changed | |
| Wangongira | Primary | Grass | 12.44 | 0.11 | Changed | ||
| The total area of HMPF | 11,107.81 | 100 | |||||
| Changes in the area of protected forest | 1,796.54 | 16.17 | |||||
4. Discussion
4.1. Anthropogenic Damage
- a.
- Forest Encroachment
- b.
- Shifting Cultivation
- c.
- Illegal logging
- d.
- Herding and poaching
4.2. Land Cover Change
4.3. Mitigation of preventing HMPF damage with the Social Forestry Strategy in HMPF Management with the Community
- Increasing productivity in forest areas in the form of non-timber forest products and environmental services.
- Improving the standard of living and welfare of communities living around forest areas by involving community participation in forest management
- Realizing forest management while still paying attention to its main function as a regulator of water management, flood and erosion control through a forest ecosystem management (FEM) approach.
- Supporting regional development as an integral part of national development in the framework of the development of the Indonesian people as a whole and the development of all Indonesian people.
- Forest Engineering
- 2.
- Social Engineering
- Community Empowerment
- 2.
- Institutional Strengthening
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgements
Conflicts of Interest
Appendix A


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