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# System prepended metadata

title: Logbook Kuliah Proyek Akhir EL-6098

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# Logbook Kuliah Proyek Akhir EL-6098

Judul Penelitian : 
Paper 1 : [Indoor Localization System Based on BLE Beacons and Spiking Neural Networks](https://www.overleaf.com/read/ddtxxrmkrdsy)
Paper 2 : [Indoor Localization System Based on BLE Beacons and Spiking Neural Networks (versi2)](https://www.overleaf.com/read/kyyhpsnksrxx)

Berikut adalah progres mingguan:
1. [Minggu 1 (16-22 Januari 2023)](https:)
2. [Minggu 2 (23-29 Januari 2023)](https:)
3. [Minggu 3 (30 Januari - 5 Februari 2023)](https:)
4. [Minggu 4 (6-12 Februari 2023)](https:)
5. [Minggu 5 (13-19 Februari 2023)](https:)
6. [Minggu 6 (20-26 Februari 2023)](https:)
7. [Minggu 7 (27 Februari - 5 Maret 2023)](https:)
8. [Minggu 8 (27 Februari - 5 Maret 2023)](https:)
9. [Minggu 9 (27 Februari - 5 Maret 2023)](https:)
10. [Minggu 10 (27 Februari - 5 Maret 2023)](https:)
11. [Minggu 11 (27 Februari - 5 Maret 2023)](https:)
12. [Minggu 12 (27 Februari - 5 Maret 2023)](https:)
13. [Minggu 13 (27 Februari - 5 Maret 2023)](https:)
14. [Minggu 14 (27 Februari - 5 Maret 2023)](https:)

## Berita Acara Bimbingan
|Hari, Tanggal | Minggu ke-| Bukti Bimbingan | 
|---| --- |----|
|Senin, 16 Jan 2023|2| [Log-1](https://drive.google.com/file/d/1YA2nXX9j54kcayVEZIbKXk1EFnFHuOZZ/view?usp=sharing)
|Kamis, 26 Jan 2023| 3 | [Log-2](https://drive.google.com/file/d/188PGnHRsW882fcqg5L5XmvMoH1RvjJ58/view?usp=share_link)|
|Kamis, 2 Feb 2023| 1 |[Log-3](https://drive.google.com/file/d/1EPUKYqbM8MCH2uXGullXHLu4n6aRRsEG/view?usp=share_link)
|Sabtu, 11 Feb 2023| 2 |[Log-4](https://drive.google.com/file/d/1b3xTLrJo_RaVSg5kkyNDQoHVI7zmxkCg/view?usp=sharing)
|Sabtu, 18 Feb 2023| 3| [Log-5](https://drive.google.com/file/d/1E358mpx4MTLNrtCO6LnUa6gC7nCUpemT/view?usp=sharing)
|Minggu, 26 Feb 2023|4| [Log-6](https://drive.google.com/file/d/1bX60Fp5xRUa_cTJZoi_G_E-bBrYzo83_/view?usp=sharing)
|Minggu, 5 Mar 2023| 1| [Log-7](https://drive.google.com/file/d/1VZffa3bQWHUwnwmNhOeYi8seWuJxV30F/view?usp=sharing)



## Progres Minggu 1
|Hari, Tanggal | Kegiatan | Hasil | Keterangan|
|---| --- |----   |----|
|Senin-Selasa, 16-17 Januari 2023|Cari 10 paper + resume setiap paper rujukan|[Resume](https://docs.google.com/document/d/1-WhPWfR2yf7pRZCwEy9mODqHpUIifx0wqnrKAsp1BWI/edit?usp=share_link)|Source|
|Rabu-Jumat, 18-20 Januari 2023| Mencari paper SNN dan mempelajari SNN |[SNN](https://docs.google.com/document/d/1S5HluB_rtFWMQ7qPpg5-HzvcR_Zy43SMXpTnXbzhh8E/edit?usp=sharing) |Bacaan|
|Sabtu, 21 Januari 2023 | Menenonton Video tentang SNN|[Resume Video](https://drive.google.com/file/d/1CMta3OSm9PP7tJgRorGfD2uNA4YI_sLL/view?usp=sharing)







## Progres Minggu 2
|Hari, Tanggal |  Kegiatan | Hasil | Keterangan |
| -------- |  -------- |  -------- |  -------- | 
|Senin, 23 Januari 2023|Baca Paper|[List Paper](https://docs.google.com/spreadsheets/d/1SD0D_-k-keNnBr8R8SqM0cK97IVhhWIhTu_tn-RsIzo/edit?usp=sharing)||
|Selasa, 24 Januari 2023|Mempelajari codingan SNN dengan MNIST dataset|[file](https://drive.google.com/file/d/19YkieVPOKMmT94qbP_NxvvbmMDUBBkkE/view?usp=share_link)||
|Rabu, 25 Januari 2023|Mempelajari codingan SNN, Membuat PPT untuk bimbingan|[PPT](https://www.canva.com/design/DAFYupD72tc/v8sL_r561JQHunEFtz4m2w/view?utm_content=DAFYupD72tc&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton)||
|Kamis, 26 Januari 2023|Bimbingan|[Berita bimbingan](https://drive.google.com/file/d/188PGnHRsW882fcqg5L5XmvMoH1RvjJ58/view?usp=share_link)||
|Jumat, 27 Januari 2023|Mencari dan resume paper rujukan SNN|[Resume Paper Rujukan](https://docs.google.com/document/d/1DB8VYHrn3iKMNUQO3dzGBfDgDZ_1qdo5Oph1k-iMN6g/edit?usp=sharing)


## Progres Minggu 3
|Hari, Tanggal | Kegiatan | Hasil | Keterangan |
| -------- |   -------- |  -------- |  -------- | 
|Senin, 30 Jan 2023|Pengolahan Indoor dengan SK Learn|[dokumentasi](https://docs.google.com/document/d/1LvwQfSjjNymBRWDUWwHBwtb0zjYaBqbhOFPVXlmRHSc/edit?usp=sharing)|
|Selasa, 31 Jan 2023|Pengolahan dengan dua dataset berbeda|[dokumentasi](https://docs.google.com/document/d/1MNErWljWrrHbhaC1nztc_8uxHUryxn66rEi0VAUgV6c/edit?usp=sharing)|
|Rabu, 1 Feb 2023|Mempelajari PyTorch|[PyTorch](https://docs.google.com/document/d/1OwAgaWS_vfoxZGo5seJn62sNNUi1UKOiLI5L9oLbq0w/edit?usp=sharing)|
|Kamis, 2 Feb 2023|Implementasi PyTorch|[file](https://drive.google.com/file/d/1DlqGWgTZjomY3ehgN2ma-Y1ju2SANj2S/view?usp=share_link)|
|Jumat, 3 Feb 2023|Mempelajari SNN untuk data Human Activities Recognition|[SNN HAR](https://github.com/Intelligent-Computing-Lab-Yale/SNN_HAR)


## Progres Minggu 4
|Hari, Tanggal | Kegiatan| Hasil | Keterangan |
| -------- | -------- |   -------- |  -------- | 
|Senin, 6 Feb 2023|Belajar PyTorch|[Resume](https://docs.google.com/document/d/1e3oMbGETeRXX-Or4jTO0-pSlScf51resQqFmlYypT0s/edit?usp=share_link)
|Selasa, 7 Feb 2023|Compile SNNHAR| [Hasil](https://docs.google.com/document/d/1RbWQjywfhqUkOjUqzBxg_EPRcAIF_cb0mfdD3WiWYUE/edit?usp=sharing)
|Rabu, 8 Feb 2023|Belajar PyTorch untuk dataset Indoor localization|[File uji coba](https://drive.google.com/file/d/16xxYc8jOdE9qCs42FDMfv0eqxU_KCkwj/view?usp=sharing)
|Kamis, 9 Feb 2023|Belajar SNNTorch MNIST Data|[File Uji](https://drive.google.com/file/d/1MKWsMiAQAvKeby4BTvUCuWQhOyJnbL5X/view?usp=share_link)
|Jumat, 10 Feb 2023|Percobaan SNN untuk data HAR| [file uji](https://drive.google.com/drive/folders/162ZKUaHSVZfEcnqbpJr0nmr8m_lTZfuy?usp=share_link)
|Sabtu, 11 Feb 2023|Buat PPT untuk bimbingan|[File PPT](https://www.canva.com/design/DAFaRa_o6eA/LeQsy6c7uIjihi7J2CPMug/view?utm_content=DAFaRa_o6eA&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton)

## Progres Minggu 5
|Hari, Tanggal| Kegiatan | Hasil | Keterangan |
| -------- |   -------- |  -------- |  -------- | 
|Senin, 13 Feb 2023|Pelajari Leaky-Integrated and Fire Neuron untuk Data RSSI|[Resume](https://docs.google.com/document/d/1qr1VJuFvS6YL4xJeasEi1TnAej0G0J59MaiH0rgBYDk/edit?usp=share_link)
|Selasa,14  Feb 2023|Implementasi SNNTorch di RSSI|[File G-Colab](https://drive.google.com/file/d/1BWFcNkKnxVXWq1UvGnslt4yLlgZ6kO3a/view?usp=share_link)
|Rabu, 15 Feb 2023|Regression with SNN|[Resume](https://docs.google.com/document/d/15weJPu1Ziwv5hQOoOCRVLAQD4Ec18QKvmIRZk1YBtHs/edit?usp=sharing)
|Kamis, 16  Feb 2023|Implementasi Regresi dengan data RSSI|[File G-Colab](https://drive.google.com/file/d/1OhvG4tfg4QertuTdZKtejcpTExRM82W7/view?usp=share_link)
|Jumat, 17  Feb 2023|Mendokumentasikan hasil dalam PPT|[PPT](https://www.canva.com/design/DAFajQBLpeY/QpRZAkvnfYUbQsYwwUs-0w/view?utm_content=DAFajQBLpeY&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton)
|Sabtu, 18 Feb 2023|Bimbingan|[hasil bimbingan](https://drive.google.com/file/d/1E358mpx4MTLNrtCO6LnUa6gC7nCUpemT/view?usp=sharing)


## Progres Minggu 6
|Hari, Tanggal |Kegiatan | Hasil | Keterangan |
| -------- |-------- |  -------- |  -------- | 
|Senin, 20 Feb 2023|Dokumentasi rancangan SNN dari tutorial|[Dasar SNN buat indoor](https://docs.google.com/document/d/1U5kIuqu_tpeGHznB5uQWSUeKMi6T9U8UURhF6rkRJSY/edit?usp=sharing)
|Selasa,21  Feb 2023|Mempelajari SNN untuk MNIST Data Pt 1|[Prepare Data](https://docs.google.com/document/d/1EqvDzT3R7Bi9S9dw7Vx2nz-vVckT7aVipshjDW3JUnE/edit?usp=sharing)
|Rabu, 22 Feb 2023|Mempelajari SNN untuk MNIST Data Pt 2|[Training Data](https://docs.google.com/document/d/15n2P-qsayi6aF6C-c-0MA7ntfH2H1wlxmH77Y4mw208/edit?usp=sharing)
|Kamis, 23  Feb 2023|Mencoba SNN di Google Colab|[File SNN](https://drive.google.com/file/d/1qPqZHTFGEmMPsvpLHDy7O65dSkRP58Ti/view?usp=sharing)
|Jumat, 24  Feb 2023|Percobaan Smart Indoor Localization menggunakan SK-Learn|[File G-Colab SK-Learn](https://drive.google.com/file/d/1GNarcjhXNC0pUHk-Cm1MvrmL15wbGf7X/view?usp=sharing)
|Sabtu, 25 Feb 2023|Membuat ppt progess dan persiapan bimbingan|[PPT Progess](https://www.canva.com/design/DAFbqRtv_ZE/Rxz0pTJogOsAYis2H3UOeQ/view?utm_content=DAFbqRtv_ZE&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton)
## Progres Minggu 7
|Hari, Tanggal | Kegiatan | Hasil | Keterangan |
| -------- |  -------- |  -------- |  -------- | 
|Senin, 27 Feb 2023|Membuat kode untuk preprocessing data|[dokumentasi data preproses](https://docs.google.com/document/d/1sxbs4kxW33Xx6tKMrTmpxEXDmdSFXyZvei52-gFfpSs/edit?usp=sharing)
|Selasa,28  Feb 2023|Membuat model training data RSSI-SNN|[dokumentasi model](https://docs.google.com/document/d/1JBR7PUWDFBha5AXUgdu9g3cgi-jvM2r3BdzFPJuWV-c/edit?usp=sharing)
|Rabu, 1 Mar 2023|Membuat model penentuan akurasi|[dokumentasi akurasi](https://docs.google.com/document/d/1981sPoubHZWnOqJPXGgvf7MCCTtW_maP9vGc-mjvi2M/edit?usp=sharing)
|Kamis, 2 Mar 2023|Plotting RSSI-Map|[Dokumentasi Hasil](https://drive.google.com/file/d/11OTFso9KOq-4-8kmUkPVbnVdU9Ve3hU8/view?usp=share_link)
|Jumat, 3 Mar 2023|Menambahkan manuskrip paper bagian hasil|[Naskah Hasil](https://docs.google.com/document/d/12EnunVLwWY9z_h8HF-UQ5iAryKptemZNLso00KQHk60/edit?usp=sharing)
|Sabtu, 4 Mar 2023|Mendokumentasikan hasil penelitian/riset seminggu terakhir|[PPT Hasil](https://www.canva.com/design/DAFcU2i46LY/Hp6pvWWy5Kub5eze6bcpBQ/view?utm_content=DAFcU2i46LY&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton)

## Progres Minggu 8
|Hari, Tanggal |  Kegiatan | Hasil |
| -------- | -------- |  -------- |
| Senin-Rabu, 6-8 Maret 2023 | Membuat draft manuskrip paper 1|[Manuskrip Indo](https://docs.google.com/document/d/1VKLv2qmIipVhYYou9KzinG4939Lkbawl_z4cjBIW5og/edit?usp=sharing)| 
|Kamis, 9 Maret 2023| Membuat manuskrip dalam Bahasa Inggris|[Manuskrip English](https://docs.google.com/document/d/1fkiyYnK3eJ8yRJLsG1tO25ykGLU39qi5wQ2ZUZ5xwiY/edit?usp=sharing)|
Jumat-Sabtu, 10-11 Maret 2023|Membuat naskah paper 1 indo english version|[Naskah Paper](https://docs.google.com/document/d/1Io-gcGsB5ip8B_kstK_h3GXXxw_YXUT1nW67tJ8uS70/edit?usp=sharing)|


## Progres Minggu 9
|Hari, Tanggal | Kegiatan | Hasil |
| -------- | -------- |  -------- | 
|Senin-Rabu,13-15 Maret 2023|Melanjutkan revisi penelitian|[FIle Pengerjaan](https://drive.google.com/file/d/1xvXSHaM-P5601ntDlbUJc0GjFfEubnk2/view?usp=sharing)|
|Kamis-Jumat, 16-17 Maret 2023| Penelitian membandingkan metode|[source code](https://drive.google.com/file/d/10veJjnPCFeHeaPk0fJgaI5DwAeuE6jCr/view?usp=sharing)|


## Progres Minggu 10
|Hari, Tanggal | Kegiatan | Hasil | 
| -------- | -------- |  -------- | 
|Senin-Rabu,21-23 Maret 2023|Finalisasi paper UTS||
|Kamis, 24 Maret 2023|Finalisasi riset|[file final](https://drive.google.com/file/d/10qi810SfTGZ3bU7LZfJ6YFZPL3sV9)|
|Jumat, 25 Maret 2023| Submit paper final| [Paper Final](https://drive.google.com/file/d/1mLJ42VG0TNeU4UjJVWzUO02ScBRm6ce2/view?usp=sharing)|


## Progres Minggu 11
|Hari, Tanggal | Kegiatan | Hasil |
| -------- | -------- |  -------- |
|Senin-selasa, 27-28 Maret 2023| Penyusunan rencanaa Paper 2| [PPT rencana paper UAS](https://drive.google.com/file/d/1lyzOIzGdsUML0kdS6dvXEiHCxZP3FOwG/view?usp=sharing)|
|Rabu-jumat, 29-31 Maret 2023| Pembuatan model  dan rancangan pengambilan data|[pembuatan layout](https://drive.google.com/file/d/1HB9gnp7QvF9zdzPMhQ_E8P1bONCSo67B/view?usp=sharing)|

## Progres Minggu 12
|Hari, Tanggal | Kegiatan | Hasil | 
| -------- | -------- |  -------- |
|Senin-Jumat, 3-7 April 2023|Pengambilan data|[file sampling data](https://drive.google.com/drive/folders/1gELhVbKGwrY3aNZmj2tnqe66ToUmH7mB?usp=sharing)|

## Progres Minggu 13
|Hari, Tanggal | Kegiatan | Hasil | 
| -------- | -------- |  -------- |
|Senin-Jumat,10-14 April 2023|Melakukan pengolahan data|[file source code](https://drive.google.com/file/d/1rkvyprxa50ewcas6cm04ce47H0oxw37C/view?usp=sharing)|

## Progres Minggu 14
|Hari, Tanggal | Kegiatan | Hasil |
| -------- | -------- |  -------- |
|Senin-Jumat, 15-19 Mei 2023|Menyusun Manuskrip paper 2| [paper 2](https://www.overleaf.com/read/kyyhpsnksrxx)|
