bangunan_pintar

  • Keterangan :

Kumpulan Data Bangunan Cerdas

Kumpulan data yang menyertai makalah "Data Dunia Nyata dan Rangkaian Simulasi Terkalibrasi untuk Pelatihan Offline Agen Pembelajaran Penguatan untuk Mengoptimalkan Energi dan Emisi di Gedung Perkantoran" oleh Judah Goldfeder dan John Sipple, berisi pembacaan telemetri terperinci selama 6 tahun dari 3 gedung perkantoran komersial.

Membelah Contoh
'sb1_19' 105.120
'sb1_20' 105.408
'sb1_21' 105.120
'sb1_22' 60.480
'sb1_23' 105.120
'sb1_24' 61.344
  • Struktur fitur : 
FeaturesDict({
    'action': FeaturesDict({
        'request': FeaturesDict({
            'singleActionRequests': Sequence({
                'continuousValue': Scalar(shape=(), dtype=float32),
                'deviceId': Text(shape=(), dtype=string),
                'setpointName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'singleActionResponses': Sequence({
            'additionalInfo': Text(shape=(), dtype=string),
            'request': FeaturesDict({
                'continuousValue': Scalar(shape=(), dtype=float32),
                'deviceId': Text(shape=(), dtype=string),
                'setpointName': Text(shape=(), dtype=string),
            }),
            'responseType': Text(shape=(), dtype=string),
        }),
        'timestamp': Text(shape=(), dtype=string),
    }),
    'observation': FeaturesDict({
        'request': FeaturesDict({
            'singleObservationRequests': Sequence({
                'deviceId': Text(shape=(), dtype=string),
                'measurementName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'singleObservationResponses': Sequence({
            'continuousValue': Scalar(shape=(), dtype=float32),
            'observationValid': Text(shape=(), dtype=string),
            'singleObservationRequest': FeaturesDict({
                'deviceId': Text(shape=(), dtype=string),
                'measurementName': Text(shape=(), dtype=string),
            }),
            'timestamp': Text(shape=(), dtype=string),
        }),
        'timestamp': Text(shape=(), dtype=string),
    }),
    'reward': FeaturesDict({
        'agentRewardValue': Scalar(shape=(), dtype=float32),
        'carbonEmissionWeight': Scalar(shape=(), dtype=float32),
        'carbonEmitted': Scalar(shape=(), dtype=float32),
        'electricityEnergyCost': Scalar(shape=(), dtype=float32),
        'endTimestamp': Text(shape=(), dtype=string),
        'energyCostWeight': Scalar(shape=(), dtype=float32),
        'naturalGasEnergyCost': Scalar(shape=(), dtype=float32),
        'normalizedCarbonEmission': Scalar(shape=(), dtype=float32),
        'normalizedEnergyCost': Scalar(shape=(), dtype=float32),
        'normalizedProductivityRegret': Scalar(shape=(), dtype=float32),
        'personProductivity': Scalar(shape=(), dtype=float32),
        'productivityRegret': Scalar(shape=(), dtype=float32),
        'productivityReward': Scalar(shape=(), dtype=float32),
        'productivityWeight': Scalar(shape=(), dtype=float32),
        'rewardScale': Scalar(shape=(), dtype=float32),
        'startTimestamp': Text(shape=(), dtype=string),
        'totalOccupancy': Scalar(shape=(), dtype=float32),
    }),
})
  • Dokumentasi fitur :
Fitur Kelas Membentuk Tipe D Keterangan
FiturDict
tindakan FiturDict
tindakan/permintaan FiturDict
tindakan/permintaan/singleActionRequests Urutan
tindakan/permintaan/singleActionRequests/continuousValue Skalar float32
tindakan/permintaan/singleActionRequests/deviceId Teks rangkaian
tindakan/permintaan/singleActionRequests/setpointName Teks rangkaian
tindakan/permintaan/stempel waktu Teks rangkaian
tindakan/singleActionResponses Urutan
action/singleActionResponses/additionalInfo Teks rangkaian
tindakan/singleActionResponses/permintaan FiturDict
tindakan/singleActionResponses/permintaan/continuousValue Skalar float32
tindakan/singleActionResponses/permintaan/deviceId Teks rangkaian
tindakan/singleActionResponses/permintaan/setpointName Teks rangkaian
tindakan/singleActionResponses/responseType Teks rangkaian
tindakan/cap waktu Teks rangkaian
pengamatan FiturDict
pengamatan/permintaan FiturDict
observasi/permintaan/singleObservationRequests Urutan
observasi/permintaan/singleObservationRequests/deviceId Teks rangkaian
observasi/permintaan/singleObservationRequests/measurementName Teks rangkaian
observasi/permintaan/stempel waktu Teks rangkaian
observasi/singleObservationResponses Urutan
observasi/singleObservationResponses/continuousValue Skalar float32
observasi/singleObservationResponses/observationValid Teks rangkaian
observasi/singleObservationResponses/singleObservationRequest FiturDict
observasi/singleObservationResponses/singleObservationRequest/deviceId Teks rangkaian
observasi/singleObservationResponses/singleObservationRequest/measurementName Teks rangkaian
observasi/singleObservationResponses/stempel waktu Teks rangkaian
pengamatan/cap waktu Teks rangkaian
hadiah FiturDict
hadiah/agenRewardValue Skalar float32
imbalan/karbonEmisiBerat Skalar float32
imbalan/karbon yang dipancarkan Skalar float32
imbalan/listrikEnergyCost Skalar float32
hadiah/cap waktu akhir Teks rangkaian
imbalan/energiCostWeight Skalar float32
imbalan/Biaya EnergiGas Alam Skalar float32
hadiah/Emisi Karbon yang dinormalisasi Skalar float32
imbalan/Biaya Energi yang dinormalisasi Skalar float32
hadiah/Produktivitas yang dinormalisasiPenyesalan Skalar float32
hadiah/orangProduktivitas Skalar float32
penghargaan/produktivitasPenyesalan Skalar float32
imbalan/produktivitas. Penghargaan Skalar float32
imbalan/produktivitasBerat Skalar float32
imbalan/hadiahSkala Skalar float32
hadiah/cap waktu mulai Teks rangkaian
hadiah/total Hunian Skalar float32
  • Kutipan : 
// TODO(smart_buildings_dataset): BibTeX citation

smart_buildings/sb1 (konfigurasi default)